Ebennetteng/my_tech_resources

List of tech resources future me and other Javascript/Ruby/Python/Elixir/Elm developers might find useful

My Tech Resources - James Lavin

DESCRIPTION

Links to resources I have found useful or think might be helpful to future me or Ruby/Javascript/Python/Erlang/Elixir/Elm developers like me.

MAJOR CATEGORIES

Artificial Intelligence (AI) | Body & Mind | Business | Clean Code | Code Search | Coffeescript | CSS | Data | Databases | Design | DevOps | Domain-Driven Design | Elasticsearch | Elixir | Elm | Erlang | Entrepreneurship | Event sourcing | Functional programming | Git | Haskell | Helm | HTML5 | Istio | Javascript | Kafka | Kubernetes | Learning | Linux | Maker movement/ IoT | Management/Leadership | Messaging | Mobile | MongoDB | News : programming news, science news, tech news | Node.js | Octave | Postgresql | Product development | Productivity Tools | Python : getting started, books (free), data analysis, learning, Pandas | Podcasts | R | Rails | Ruby | Rust | Scala | Statistical analysis | Testing | Tmux | Usability | Vim | Visual Studio Code | Web components | Writing/Publishing

ALGORITHMS

• Competitive Programmer’s Handbook - Antti Laaksonen
• Algorithms: Kevin Wayne & Robert Sedgewick (Princeton University): Part I & Part II
• Algorithms: Design and Analysis - Tim Roughgarden (Stanford University): Part 1 & Part 2
• JavaScript Algorithms and Data Structures - Oleksii Trekhleb
• Automata: finite automata, context-free grammars, Turing machines, undecidable problems, and intractable problems (NP-completeness) - Jeff Ullman (Stanford University)
• Analysis of Algorithms - Robert Sedgewick (Princeton University)
• Algorithmic Thinking (Rice University): Part 1 & Part 2
• Algorithmic Toolbox - UC San Diego
• Algorithms on Strings - UC San Diego

ALGORITHMS - CRDTs

• CRDTS: The Hard Parts - Martin Kleppmann - Hydra distributed computing conference 2020
• CRDTs in Production - Dmitry Martyanov
• CRDTs: From sequential to concurrent executions - Carlos Baquero Moreno (CodeMesh LDN 2018
• Practical Demystification of CRDTs - Dmitry Ivanov & Nami Nasserazad (Curry On 2016)
• Conflict-free Replicated Data Types - Nuno Preguica, Carlos Baquero, and Marc Shapiro [PDF]
• Raft: Understanding Distributed Consensus - TheSecretLivesOfData.com

ANIMATION

• Algorithms for Animation - Courtney Hemphill

ARTIFICIAL INTELLIGENCE (AI)

• Fast.ai | Practical Deep Learning for Coders, v3 (free course) | The Fast AI Book (free) | The Fast AI Book (dead tree)
• Software 2.0 - Andrej Karpathy
• Grokking Deep Learning - Andrew Trask
• Deep Learning - Ian Goodfellow, Yoshua Bengio, and Aaron Courville (MIT Press): Chapters | Lectures | Videos - Part 1 | Videos - Part 2 | Companion Videos
• Siraj Raval's "Artificial Intelligence Education" videos
• AI School (Microsoft)
• AI and Deep Learning - Two Minute Papers - Károly Zsolnai-Fehér & Two Minute Papers
• Andreessen Horowitz: AI and Deep Learning - Frank Chen | AI: What's Working, What's Not | AI Playbook
• 12 Amazing Deep Learning Breakthroughs of 2017 - Mariya Yao
• Artificial Intelligence in Industry With Dan Faggella (podcast series)
• The Code That Runs Our Lives - Geoffrey Hinton
• InfoQ talks
• Machine Learning (online Coursera class with Stanford professor Andrew Ng)
• Machine Learning (online course from University of Oxford
• Intro to Machine Learning: Pattern Recognition for Fun and Profit - Sebastian Thrun and Katie Malone (Udacity)
• Artificial Intelligence (AI) Turns Images & Videos into Gold - Fei-Fei Li
• Artificial Intelligence (AI) invents new knowledge and teaches human new theories - Demis Hassabis
• Artificial Intelligence (AI) is the Tech Renaissance to Business and Society - Jeff Bezos
• How Will Artificial Intelligence Affect Your Life - Jeff Dean (TEDxLA)
• How AI Startups Must Compete with Google - Dr Fei-Fei Li (Google Cloud) & Mike Abbott (KPCB)
• Artificial Intelligence is the New Electricity - Andrew Ng (January 2017)
• How AI detectives are cracking open the black box of deep learning - Science Mag
• Google's Great AI Awakening: We didn't even know we hired the best AI scientists in Google - Eric Schmidt
• Probabilistic Machine Learning and AI - Zoubin Ghahramani
• Lecture for YC AI - Jeff Dean & slides
• Machines With Brains - Qz.com
• The Frontier in Artificial Intelligence (AI): General-Purpose Learning AGI - Mustafa Suleyman
• Using Machine Learning to Explore Neural Network Architecture - Quoc Le & Barret Zoph (Google Brain team)
• The Compound Effect of Artificial Intelligence (AI) & Silicon-Based Technologies - Steve Jurvetson
• How We Teach Computers to Understand Pictures - Fei-Fei Li
• Engineers' Guide to the Artificial Intelligence Galaxy - Kai-Fu Lee Columbia University commencement address
• The Dark Secret at the Heart of AI - Will Knight
• AI Expert Kai-Fu Lee, "Don't Miss the Boat of Artificial Intelligence in the Age of AI"
• Google's DeepMind CEO: Future & Capabilities of Artificial Intelligence - Demis Hassabis
• Intro to DeepMind - Juan Silviera (GDD Europe '17)
• The Future of Robotics & Artificial Intelligence - Rodney Brooks
• Amazon Jeff Bezos on Artificial Intelligence (AI), Staffless Store, Self-Driving Car & Donald Trump - Walt Mossberg interview
• Large-Scale Deep Learning with TensorFlow for Building Intelligent Systems - Jeff Dean (Google)
• The Future of Artificial Intelligence Documentary 2017
• Artificial Intelligence Is Stuck. Here’s How to Move It Forward - Gary Marcus (NY Times)
• Half of All Jobs Will Be Replaced by Artificial Intelligence (AI) in 10 Years, AI Expert Kai-Fu Lee
• How AI & Computer Vision will Drive our Future - Fei-Fei Li
• Explainable Artificial Intelligence (XAI) - David Gunning (DARPA)
• International Conference on Learning Representations 2015
• The Future of Artificial Intelligence - DeepMind CEO Demis Hassabis
• Google DeepMind: What is it, how does it work and should you be scared? - Sam Shead
• What did AlphaGo do to beat the strongest human Go player? - Tobias Pfeiffer (Full Stack Fest 2016) | slides PDF | slides Speakerdeck | slides Slideshare
• AlphaGo Zero: Learning from scratch - DeepMind
• How Does DeepMind's AlphaGo Zero Work? - Siraj Raval
• Un-Artificial Intelligence - Melinda Seckington (GoRuCo 2015)
• Neural Networks for Machine Learning - Geoffrey Hinton (University of Toronto)
• Artificial Intelligence (online EdX.org class from UC Berkeley)
• MLOSS.org (Machine Learning Open Source Software)
• Artificial Stupidity: Adding Smarts to Yer Kode - Randall Thomas
• Weathering the Data Storm - Claudia Perlich (QConn New York 2014)

ARTIFICIAL INTELLIGENCE (AI) - CONVOLUTIONAL NEURAL NETS

• Feature Visualization: How neural networks build up their understanding of images - Chris Olah, Alexander Mordvintsev, and Ludwig Schubert
• What is wrong with convolutional neural nets? - Geoffrey Hinton
• How Convolutional Neural Networks Work - Brandon Rohrer
• Friendly Introduction to Convolutional Neural Networks and Image Recognition - Luis Serrano
• Intro to Different Types of Convolutions in Deep Learning - Paul-Louis Pröve
• Convolutional Neural Networks (TensorFlow)
• Chihuahua Or Muffin? Searching for the Best Computer Vision API - Mariya Yao
• pixel-cnn+ - OpenAI & PixelCNN++: Improving the PixelCNN With Discretized Logistic Mixture Likelihood and Other Modifications
• A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN - Dhruv Parthasarathy
• Keras Tutorial: The Ultimate Beginner’s Guide to Deep Learning in Python - EliteDataScience.com
• A Keras multithreaded DataFrame generator for millions of image files - Ryan Woodard
• Francois Chollet: The limitations of deep learning & The future of deep learning
• Deep Neural Networks are Easily Fooled - Evolving AI Lab
• CS231n: Convolutional Neural Networks for Visual Recognition - Stanford University

ARTIFICIAL INTELLIGENCE (AI) - CAPSULE NETWORKS

• Capsule Networks: An Improvement to Convolutional Networks - Siraj Raval
• What is a CapsNet or Capsule Network? - Debarko De

ARTIFICIAL INTELLIGENCE (AI) - DEEP NEURAL NETS

• What do neural networks learn? - Brandon Rohrer
• Intro to Deep Learning - Alexander Amini (MIT, 2020) | Lectures
• Intro to Deep Learning with PyTorch - Luis Serrano (Udacity)
• Notes from Coursera Deep Learning courses by Andrew Ng - Tess Ferrandez
• Learn Deep Learning in 6 Weeks - Siraj Raval
• Neural Networks and Deep Learning - Michael Nielsen
• Advanced Deep Learning & Reinforcement Learning - DeepMind
• Mostly Complete Chart of Neural Networks - Fjodor van Veen
• How Deep Neural Networks Work - Brandon Rohrer
• How Neural Networks Really Work - Geoffrey Hinton
• A friendly introduction to Deep Learning and Neural Networks - Luis Serrano
• Deep Learning Demystified - Brandon Rohrer
• The Matrix Calculus You Need For Deep Learning - Terence Parr and Jeremy Howard
• Livecoding Madness - Let's Build a Deep Learning Library - Joel Grus
• Beyond Backpropagation: Can We Go Deeper Than Deep Learning? - Mariya Yao
• Deep Neural Networks with Tensorboard - Arpan Chakraborty & Luis Serrano (ODSC East 2017) & Tensorboard demos (Github)
• Nuts and Bolts of Applying Deep Learning - Andrew Ng
• The Deep End of Deep Learning - Hugo Larochelle (TEDxBoston)
• Neural Nets for NLP - Graham Neubig (Carnegie Mellon University)
• Friendly Introduction to Deep Learning and Neural Networks
• Visualizing and Understanding Deep Neural Networks - Matt Zeiler
• The Rise of Artificial Intelligence through Deep Learning - Yoshua Bangio (TEDxMontreal)

ARTIFICIAL INTELLIGENCE (AI) - DEEP NEUROEVOLUTION

• Welcoming the Era of Deep Neuroevolution - Kenneth O. Stanley & Jeff Clune
• Why Greatness Cannot Be Planned: The Myth of the Objective - Kenneth Stanley
• Open-endedness: The last grand challenge you’ve never heard of - Kenneth O. Stanley, Joel Lehman, and Lisa Soros (December 2017)

ARTIFICIAL INTELLIGENCE (AI) - FEDERATED LEARNING

• "Federated learning: private distributed ML" - Mike Lee Williams (StrangeLoop 2019)
• See: PySyft
• See: TF-Federated

ARTIFICIAL INTELLIGENCE (AI) - GENERAL INTELLIGENCE

• Is AI Riding a One-Trick Pony? - James Somers
• Neuroscience-Inspired Artificial Intelligence - Demis Hassabis, et al. ("Neuron," June 2017)
• DeepMind’s founder says to build better computer brains, we need to look at our own - James Vincent (The Verge)
• Artificial Intelligence: Turning Our Understanding of the Mind Upside Down - Geoffrey Hinton
• Can sensory cortex do backpropagation? - Geoffery Hinton
• AI and Neuroscience: A virtuous circle - DeepMind
• A Path to AI - Yann LeCun
• Creating Human-Level AI - Yoshua Bengio
• Agents that imagine and plan - DeepMind
• DARLA: Improving Zero-Shot Transfer in Reinforcement Learning - Irina Higgins, et al. (2017)
• When Machines Have Ideas - Ben Vigoda (TEDxBoston)

ARTIFICIAL INTELLIGENCE (AI) - GENERATIVE ADVERSARIAL NETWORKS

• Generative Models - OpenAI
• Generative Adversarial Networks for Style Transfer - Siraj Raval
• Image Synthesis From Text With Deep Learning | Two Minute Papers #116
• Amazon has an algorithm that designs clothes by replicating human creativity - Qz.com

ARTIFICIAL INTELLIGENCE (AI) - GOOGLE APIS

• Machine Learning APIs by Example - Sara Robinson (Google I/O '17)

ARTIFICIAL INTELLIGENCE (AI) - HARDWARE

• Tesla is working with AMD to develop its own A.I. chip for self-driving cars, says source - Jordan Novet
• First demonstration of brain-inspired device to power artificial systems - University of Southampton
• Machine Learning Infrastructure - TechEmergence.com

ARTIFICIAL INTELLIGENCE (AI) - H2O.AI

• H2O.ai

ARTIFICIAL INTELLIGENCE (AI) - HIERARCHICAL TEMPORAL MEMORY (HTM)

• The Biological Path Towards Strong AI - Matt Taylor (StrangeLoop 2017)
• HTM Youtube Channel - Numenta
• Numenta.org

ARTIFICIAL INTELLIGENCE (AI) - KERAS

• TensorFlow, Keras and deep learning, without a PhD - Martin Gorner
• The Keras Blog - Francois Chollet
• Keras: Multiple outputs and multiple losses - Adrian Rosebrock
• Keras.js: Github | Demos | Docs
• Intro to text classification with Keras: automatically tagging Stack Overflow posts - Sara Robinson, Josh Gordon, and Marianne Linhares Monteiro
• Problem-solving with ML: automatic document classification - Ahmed Kachkach

ARTIFICIAL INTELLIGENCE (AI) - LINEAR ALGEBRA

• All the Linear Algebra You Need for AI - Rachel Thomas
• MATH - LINEAR ALGEBRA

ARTIFICIAL INTELLIGENCE (AI) - MACHINE LEARNING

• Machine Learning Cheatsheets - Stanford CS 229
• End-to-End Machine Learning - Brandon Rohrer
• Papers With Code - Hottest AI/ML papers with associated code
• arXiv.org machine learning articles
• Machine Learning from Scratch - Erik Linder-Norén
• Rules of Machine Learning: Best Practices for ML Engineering - Martin Zinkevich
• Machine Learning Mastery
• Jupyter notebooks for the book "Hands-on Machine Learning with Scikit-Learn and TensorFlow" - Aurélien Geron
• Jupyter notebooks for the book "Deep Learning With Python Notebooks" - François Chollet
• This Week in Machine Learning
• "Deep Thinking" - Demis Hassabis interviews Garry Kasparov (Talks at Google)
• What Is Machine Learning? - Luis Serrano
• CS229: Machine Learning - Andrew Ng (Stanford University)

ARTIFICIAL INTELLIGENCE (AI) - MACHINE LEARNING - MLOPS

• What Is MLOps? - NVIDIA
• MLOps: Continuous delivery and automation pipelines in machine learning - Google Cloud
• MLOps vs. AIOps - SeattleDataGuy

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP)

• NLP-progress; Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks - Sebastian Ruder | NlPProgress.com
• The New Era in NLP - Rachel Thomas (SciPy 2019)
• NLP Highlights (podcast) - Matt Gardner, Pradeep Dasigi, and Waleed Ammar
• Natural Language Processing with Deep Learning (Stanford University, Winter 2017) | 2019 course
• Exploring Transfer Learning with T5: the Text-To-Text Transfer Transformer - Google | Text-to-Text Transfer Transformer (T5) | Colossal, Cleaned Crawled Corpus (C4)
• Oxford Deep NLP 2017 course
• NLP Newsletter - Democratizing Artificial Intelligence Research, Education, and Technologies
• High Performance Natural Language Processing - Gabriel Ilharco, et al. (EMNLP 2020) | Slides (PDF)
• Speech and Language Processing, 3rd ed draft, Daniel Jurafsky and James H. Martin: PDF | Webpage
• Natural Language Processing - Jacob Eisenstein
• Deep Learning for NLP - Ed Grefenstette (DeepMind)
• KDNuggets NLP
• Text Analytics Techniques
• NLP For Hackers
• NLP Newsletter - Sebastian Ruder
• Sebastian Ruder blog
• 4 Approaches to Natural Language Processing & Understanding - Maria Yao
• Stanford Natural Language Processing Group | CoreNLP
• Sebastian Ruder blog
• NLP - MachineLearningPlus.com
• Problem-solving with ML: automatic document classification - Ahmed Kachkack
• GuidedLDA: Guided Topic modeling with latent Dirichlet allocation - Vikash Singh & How our startup switched from Unsupervised LDA to Semi-Supervised GuidedLDA - Vikash Singh
• NLP in R: Topic Modelling - Rachael Tatman
• NLP For Topic Modeling & Summarization Of Legal Documents - Oguejiofor Chibueze
• Spooky NLP and Topic Modelling tutorial - Anisotropic
• natural: general natural language facilities for node

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - ALLEN NLP

• AllenNLP

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - GENSIM

• Gensim: Website | Tutorials | API docs | Github | Tutorials
• gensim-data
• Complete Guide to Topic Modeling with Scikit-Learn and Gensim - George-Bogdan Ivanov

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - OPENNLP

• Apache OpenNLP: Homepage | Github
• An Anatomy of an Answer: Open NLP & Discourse Analysis-Based Indexing - Boris Galitsky (ApacheCon @Home 2020) (starts after 6 1/2 minutes)

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - SPACY

• spaCy: Industrial-strength Natural Language Processing (NLP) with Python and Cython: Github | Spacy.io
• spaCy cheatsheet - DataCamp

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - TEXTACY

• Textacy

ARTIFICIAL INTELLIGENCE (AI) - NEWS

• Chipin
• Distill.pub
• Futurism
• Google
• HackerNoon.com
• Import AI Newsletter - Jack Clark
• Kate Crawford
• Machine Learnings
• Marketing Artificial Intelligence Network
• The Next Web
• Open AI
• Quartz - Dave Gershgorn
• The Register
• Science
• Tech Emergence: Guides | Research | Expert Interviews | Companies
• This Week in Machine Learning & AI
• Topbots - Mariya Yao & Forbes
• VentureBeat
• Wired - Tom Simonite

ARTIFICIAL INTELLIGENCE (AI) - OPEN AI

• OpenAI Gym | Github

ARTIFICIAL INTELLIGENCE (AI) - OPTIMIZATION

• Deep Learning as a Mixed Convex-Combinatorial Optimization Problem - Abram L. Friesen and Pedro Domingos

ARTIFICIAL INTELLIGENCE (AI) - PODCASTS

• Artificial Intelligence in Industry
• Lex Fridman Podcast: AI
• Machine Learning Guide - Tyler Renelle
• Practical AI
• Talking Machines
• This Week in Machine Learning & AI

ARTIFICIAL INTELLIGENCE (AI) - PYTHON

• 5 Genius Python Deep Learning Libraries - EliteDataScience.com

ARTIFICIAL INTELLIGENCE (AI) - PYTHON - PYTORCH

• Github | Pytorch.org
• ML/DL for Everyone With PyTorch - Sung Kim: Videos & Slides
• Introducing Pytorch for fast.ai
• PyTorchZeroToAll
• PyTorch vs TensorFlow — spotting the difference - Kirill Dubovikov

ARTIFICIAL INTELLIGENCE (AI) - QUANTUM AI

• Quantum AI: The Next Frontier (Applied AI Conference 2017)

ARTIFICIAL INTELLIGENCE (AI) - REINFORCEMENT LEARNING

• Reinforcement Learning: An Introduction, 2nd ed (in progress - complete draft)- Richard S. Sutton & Andrew G. Barto
• A Brief Survey of Deep Reinforcement Learning - Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage, Anil Anthony Bharath
• Elon Musk’s A.I. Destroys Champion Gamer! - ColdFusion
• How Does DeepMind's AlphaGo Zero Work? - Siraj Raval
• Human-level control through Deep Reinforcement Learning - Deep Mind
• Deep Q Learning for Video Games - The Math of Intelligence #9 - Siraj Raval
• Teaching a Neural Network to play a game using Q-learning - Soren D

ARTIFICIAL INTELLIGENCE (AI) - SEQUENCE MODELS (RNN, LSTM, GRM)

• A friendly introduction to Recurrent Neural Networks - Luis Serrano
• Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) - Brandon Rohrer
• Automated Image Captioning with ConvNets and Recurrent Nets - Andrej Karpathy & Fei-Fei Li (Center for Brains, Minds and Machines, Stanford University)
• Introduction to LSTMs in Tensorflow - Harini Suresh and Nicholas Locascio (MIT Center for Brains, Minds + Machines) & Tensorflow code (LSTM Sentiment Classifier)
• Recurrent Neural Networks (TensorFlow)
• LSTM Networks - The Math of Intelligence - Siraj Raval
• Sequence-to-Sequence Models (TensorFlow)

ARTIFICIAL INTELLIGENCE (AI) - REAL-WORLD EXAMPLES

• Google’s voice-generating AI is now indistinguishable from humans - Dave Gershgorn
• AlphaZero: DeepMind's New Chess AI | Two Minute Papers #216
• CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning - Stanford ML Group
• Artificial intelligence goes deep to beat humans at poker - Tonya Riley (Science) & How an AI took down four world-class poker pros - Chris Valazco (Engadget)
• The AI Race - Australian Broadcasting Corporation
• Google's Learning Software Learns to Write Learning Software - Tom Simonite (Wired)
• Meet Spot, the robot dog that can run, hop and open doors - Marc Raibert (TED Talk 2017)
• A new t-shirt sewing robot can make as many shirts per hour as 17 factory workers - Marc Bain
• How computers learn to recognize objects instantly - Joseph Redmon (TED Talk 2017)
• The ultimate promise of artificial intelligence lies in sorting cucumbers - Dave Gershgorn
• Google’s speech recognition is now almost as accurate as humans - 9-to-5 Google
• Using Machine Learning to predict parking difficulty - James Cook, et al. (Google)
• A.I. is Progressing Faster Than You Think - ColdFusion
• The era of easily faked, AI-generated photos is quickly emerging - Dave Gershgorn
• Artificial intelligence is great at predicting the size of hurricanes, but humans still need to figure out their impact - Dave Gershgorn
• Voyage's first self-driving car deployment
• The world’s best Dota 2 players just got destroyed by a killer AI from Elon Musk’s startup - T.C. Sottek (The Verge)
• A Spatial-Temporal Modeling Framework for Large-scale Video Understanding - Xiao Liu and Shilei Wen (Baidu Research) | Revisiting the Effectiveness of Off-the-shelf Temporal Modeling Approaches for Large-scale Video Classification - Yunlong Bian et al. | Activity-Net.org
• Microsoft Dynamics 365 now offers service chatbots as part of AI push
• Automated Crowdturfing Attacks and Defenses in Online Review Systems - Yuanshun Yao, et al.(2017)
• A.I. Experiments: Visualizing High-Dimensional Space - Google Developers
• Facebook’s Language-Creating AI Bots Are Now Required to Negotiate in English - Futurism | Facebook Shut Down AI After It Invented Its Own Language
• AI learns from professional gamers — then crushes them - Peter Holley (Washington Post)
• Google Has Started Adding Imagination to Its DeepMind AI - ScienceAlert.com & Imagination-Augmented Agents for Deep Reinforcement Learning - DeepMind
• Two Minute Papers
• Twitter taught Microsoft’s AI chatbot to be a racist asshole in less than a day - James Vincent
• These AI bots are so believable, they get asked out on dates (CNBC)
• How the NSA identified Satoshi Nakamoto (Not really AI but big data + machine learning)
• TensorKart: Self-driving MarioKart with TensorFlow - Kevin Hughes
• Artificial Intelligence (AI) Software and Robots are Replacing White-Collar Workers
• Baidu Deep Voice explained: Part 1 — the Inference Pipeline
• Google's Deep Mind Explained! - Self-Learning A.I. - ColdFusion
• Nvidia Lets You Peer Inside the Black Box of Its Self-Driving AI - Will Knight
• The incredible inventions of intuitive AI - Maurice Conti (TED Talks)
• AI Experiments: Explore machine learning in simple, hands-on ways (Google)
• An internet company has found a single manager for 60,000 employees - Dave Gershgorn (Quartz)
• How Google is making music with artificial intelligence (Science)
• Chinese chatbots apparently re-educated after political faux pas
• Mark Sagar Made a Baby in His Lab. Now It Plays the Piano
• IBM Watson: Smartest Machine Ever Built Documentary (NOVA)
• BuzzFeed News Trained A Computer To Search For Hidden Spy Planes. This Is What We Found
• Maybe the A.I. dystopia is already here - Anne Applebaum (Washington Post)
• How PayPal Is Taking a Chance on AI to Fight Fraud - American Banker
• China's big bet on domination in AI is no longer a long shot (National Post)
• A.I. Learns Nobel Prize Experiment in Just 1 Hour! - ColdFusion
• Goldman Sacked: How Artificial Intelligence Will Transform Wall Street - Newsweek
• The Rise of the Artificially Intelligent Hedge Fund - Wired
• The Robots Are Coming for Wall Street - Nathaniel Popper (NY Times)
• Neural Networks for Language and Understanding - Geoff Hinton
• Researchers built an invisible backdoor to hack AI’s decisions - Dave Gershgorn (qz.com)

ARTIFICIAL INTELLIGENCE (AI) - REAL-WORLD EXAMPLES - HEALTHCARE

• Heart Disease Diagnosis with Deep Learning - Chuck-Hou Yee
• Deep Learning in Medical Imaging - Ben Glocker (#reworkDL)
• Deep Learning for Predicting Glioblastoma Subtypes from MRI. Peter Chang, MD
• Defining a Patient Population With Cirrhosis: An Automated Algorithm With Natural Language Processing - E.K. Chang, et al., Journal of Clinical Gastroenterology 2016
• Predictive Analytics, NLP Flag Psychosis with 100% Accuracy - Jennifer Bresnick (Health IT Analytics, 2015)
• Chinese robot dentist is first to fit implants in patient’s mouth without any human involvement - Alice Yan
• Case Study: TensorFlow in Medicine - Retinal Imaging - Lily Peng (TensorFlow Dev Summit 2017)
• Artificial intelligence can diagnose prostate cancer as well as a pathologist
• Better Medicine Through Machine Learning - Suchi Saria (TEDxBoston)
• Efficient identification of nationally mandated reportable cancer cases using natural language processing and machine learning - John D Osborne, et al. (Journal of Informatics in Health and Biomedicine, 2016)
• IBM CEO: "Watson AI will change everything in Healthcare. Radiologists will lose jobs soon"
• IBM pitched its Watson supercomputer as a revolution in cancer care. It’s nowhere close - Casey Ross & Ike Swetlitz (STAT) vs. IBM CEO: "Watson AI will change everything in Healthcare. Radiologists will lose jobs soon"
• Machine Learning in Health Care - Antonio Criminisi
• Big Data and Machine Learning in Healthcare: How, Why, and When - Dr. Leonard D'Avolio (HIMSS Big Data and Analytics Conference)
• Epic to use NLP to aid documentation, decision support
• AI can detect Alzheimer's 10 years before symptoms show up - Mariella Moon

ARTIFICIAL INTELLIGENCE (AI) - SIMULATION

• Running Programs In Reverse for Deeper A.I. - Zenna Tavares

ARTIFICIAL INTELLIGENCE (AI) - SUPERINTELLIGENCE

• Myths and Facts About Superintelligent AI (With MIT's Max Tegmark) - minutephysics
• Not If, But How Artificial Intelligence Might Take Over the World - Hugh Baillie
• Artificial Intelligence: it will kill us - Jay Tuck (TEDxHamburgSalon)

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW

• Awesome-Tensorflow (curated list of resources)
• Github | Installing | Website | Youtube | Udacity course | Stanford course | Examples
• Machine Learning with TensorFlow - Andrew Gasparovic (GDD Europe '17)
• First Contact With Tensorflow - Jordi Torres
• TensorFlow in 5 Minutes - Siraj Raval
• Effective TensorFlow for Non-Experts - Martin Wicke (Google I/O '17)
• Intro to TensorFlow - Alejandro Solano (EuroPython 2017)
• Tensorflow and Deep Learning Without a PhD - Martin Görner
• TensorFlow Tutorial For Beginners - Karlijn Willems
• TensorFlow Dev Summit 2017
• TensorFlow at DeepMind - Daniel Visentin (TensorFlow Dev Summit 2017)
• TensorFlow Wide & Deep Learning Tutorial (TensorFlow)

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - FEDERATED

• TensorFlow-Federated

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - HOROVOD

• Horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - KUBEFLOW

• KubeFlow: Machine Learning Toolkit for Kubernetes
• Data Science on Steroids with Kubeflow - Markus Bauer & Sascha Grunert
• Machine Learning Frameworks on Kubernetes
• Kubeflow: Portable Machine Learning on Kubernetes - Michelle Casbon (@Scale 2018)
• kfctl

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - MOBILE

• TensorFlow.js | Tutorials | Docs | Examples
• On-device machine learning: TensorFlow on Android - Yufeng Guo (Google Cloud Next '17)

ARTIFICIAL INTELLIGENCE (AI) - UNSUPERVISED LEARNING

• The Next Frontier in AI: Unsupervised Learning - Yann LeCun

ARTIFICIAL INTELLIGENCE (AI) - VIDEOS

• AI By the Bay 2017
• Cognifest NYC 2017

ARTIFICIAL INTELLIGENCE (AI) - WEBSITES

• Insight Data Science
• KD Nuggets

ASDF

• asdf - Version manager for Ruby, Node.js, Elixir, Erlang & more | Docs
• Agnostic Version Management With asdf - Bobby Grayson

BLOCKCHAINS

• Blockchain: The Slowest (and most Fascinating) Database in the World - Stefan Tilkov (GOTO Amsterdam 2017)
• What the #?!* is Bitcoin? - Jeremy Rubin (TEDxBeaconStreet)
• Blockchain Disruption: How Bitcoin Technology Creates a Sharing Economy - Thomas Ramge (TEDxHamburg)

BLOCKCHAINS - BITCOIN

• Ten years in, nobody has come up with a use for blockchain - Kai Stinchcombe
• Bitcoin -- distributing power & trust - Eric Spano (TEDxConcordia)

BODY & MIND

• How to Stay Healthy as a Programmer - Florian
• Possibly The Best Way To Be A Great Programmer: Be Brain-Healthy!! - Jon Davis
• Seven Tips for the Healthy Programmer - Bart Jacobs
• Tips on Staying Fit for Software Developers - Asahi Technologies
• 5 Hacks to Effortlessly Build Healthy Habits in 2018 - Steve

BODY & MIND - BURNOUT

• Depression and Burnout: the Hardest Refactor I’ve ever done - Jérôme Petazzoni (GOTO 2019)

BODY & MIND - CORONAVIRUS

• Coronavirus Is A PANDEMIC.... Technically - Dr Mikhail Varshavski
• Preparing for Coronavirus to Strike the U.S. - Zeynep Tufekci (Scientific American)
• Dr. John Campbell & other Dr. John Campbell videos
• What you need to know as coronavirus outbreak reaches "decisive point" - CBS News
• Coronavirus Do’s And Don’ts: What You Need To Know To Protect Your Family - TODAY
• How coronavirus spreads and what you can do to prevent it - CBS News & You’re Likely to Get the Coronavirus: Most cases are not life-threatening, which is also what makes the virus a historic challenge to contain - Dr James Hamblin (The Atlantic)
• How Coronavirus Kills: Acute Respiratory Distress Syndrome (ARDS) & Treatment - Pulmonologist Dr. Roger Seheult
• Coronavirus Epidemic: Updates, Spread, Symptoms, & Treatment (COVID-19) - MedCram
• Coronavirus: How the deadly epidemic sparked a global emergency | Four Corners (Australian Broadcast Corporation) | Youtube
• Coronavirus - Dr Mike Hansen
• Coronavirus outbreak: U.S. braces for rise in COVID-19 cases as WHO raises threat to "highest level" - Global National
• Spanish Flu: a warning from history - Cambridge University
• How coronavirus (Covid-19) spread day by day - Channel 4 News (Australia)
• Coronavirus disease (COVID-19) outbreak - World Health Organization (WHO)

BODY & MIND - EXERCISE

• The 25 Most Significant Health Benefits of Physical Activity and Exercise - Len Kravitz

BODY & MIND - INTERMITTENT FASTING

• The Beginner’s Guide to Intermittent Fasting - James Clear
• Intermittent fasting: Surprising update - Monique Tello, MD, MPH
• Intermittent fasting: No advantage over conventional weight loss diets - German Cancer Research Center (Deutsches Krebsforschungszentrum, DKFZ)
• Intermittent Fasting Made My Life Easier, and Happier - Larissa Zimberoff (NY Times)
• Intermittent Fasting: Is it Right for You? - Jane Racey Gleeson
• Does Intermittent Fasting Work? - Monica Reinagel, MS, LD/N, CNS
• The Leangains Guide - Martin Berkhan

BODY & MIND - PODCASTS

• Brain Science with Ginger Campbell, MD
• Brain Science: Neuroscience & Behavior
• BrainStuff
• Do The Thing - Melissa Urban
• Hidden Brain - NPR
• Love Your Work - David Kadavy
• The Moment - Brian Koppelman

BODY & MIND - POSTURE

• Back Pain & Sitting & More Bob (Schrupp) & Brad (Heineck)

BODY & MIND - SLEEP

• Programmers and sleep - David Zych
• You Need More Than 6 Hours of Sleep - Gret Yeutter

BODY & MIND - STOICISM

• The philosophy of Stoicism - Massimo Pigliucci
• Epictetus - How To Be A Stoic (Stoicism)
• Stoicism as a philosophy for an ordinary life - Massimo Pigliucci (TEDxAthens)

BOOKS

• Mind-Expanding-Books - Vishnu Ks
• List of free programming books (many languages)
• List of free programming books - CodeInfo.info

BROWSERS

BROWSERS - APIS

• WebExtensions
• JavaScript APIs
• Tabs

BROWSERS - AUTOMATION

• Nightmare
• Phantom.js
• Selenium

BROWSERS - BEAKER BROWSER

• Beaker Browser - Peer-to-peer browser with tools to create and host websites
• IPFS.io - Peer-to-peer hypermedia protocol to make the web faster, safer, and more open
• Dat Project - Data-sharing protocol for applications of the future

BROWSERS - CHROME

• DevTools
• Web.dev - Google
• Lighthouse: Automated tool for improving the quality of web pages
• Puppeteer: Most things you can do manually in the browser can be done using Puppeteer
• Workbox: JavaScript libraries for adding offline support (service workers, asset caching, etc.) to web apps

BROWSERS - PLUGINS/EXTENSIONS

BROWSERS - PLUGINS/EXTENSIONS - CHROME

• Documentation | Extensions APIs | Overview | Examples | CodeLab | Developer's Guide
• Javascript APIs
• How to Make a Chrome Extension - Gabe Berke-Williams
• Extensionizr: Start a Chrome extension in 15 seconds

BROWSERS - PLUGINS/EXTENSIONS - FIREFOX

• WebExtensions
  • Your first extension
  • Your second extension
  • Anatomy of an extension
  • Firefox workflow
  • Example extensions | webextensions-examples
  • JavaScript APIs
    • Browser support for JavaScript APIs

BROWSERS - WEBRTC

• WebRTC Crash Course - Hussein Nasser
• High Performance Browser Networking
• WebRTC.org
• WebRTCHacks.com

BUSINESS

• The Startup Playbook - Sam Altman
• Lectures (by successful entrepreneurs) on "How to Start a Startup" (Stanford University)
• How to Build a Startup: The Lean LaunchPad - Steve Blank
• Startup (podcast)
• SteveBlank.com
• The Tim Ferriss Show
• The James Altucher Show
• Kauffmann Founders School
• A Culture of Experimentation - Jeff Bezos (2005)
• Observatory of Economic Complexity (interactive international trade data displayed using D3)
• First Round Review

BUSINESS - ENTREPRENEURSHIP

BUSINESS - ENTREPRENEURSHIP - ADVICE

• Startup Class (Sam Altman)
• Founder to CEO (Matt's Book for Startups) - Matt Mochary
• Indie Hackers
• Thoughtbot
• 7 Classic Startup Founder Mistakes (And How To Avoid Them) - Kathryn Minshew
• Talks From Entrepreneurs - 99U
• How to Future-Proof Your Career - Dorie Clark (TEDxLugano)
• 20 Ways to Blow Up Your Company - Jason Mendelson
• 13 Reasons My Startup FAILED - Russell Keith-Magee (Djangocon.us 2017)
• Sales Mistakes that Can Kill Your SaaS Business & How to Avoid Them - Mark Roberge & Michele Law
• The Lean Start-up - Ash Maurya’s keynote speech (Start-up Showcase 2017)
• The Lean Startup - Eric Ries (Talks at Google)
• Lean Startup Co. videos
• Marc Andreessen: Part 1: Why not to do a startup | Part 2: When the VCs say "no" | Part 3: "But I don't know any VCs!" | Part 4: The only thing that matters | Part 5: The Moby Dick theory of big companies | Part 6: How much funding is too little? Too much? | Part 7: Why a startup's initial business plan doesn't matter that much | Part 8: Hiring, managing, promoting, and firing executives | Part 9: How to hire a professional CEO
• Paul Graham essays
• Acquired by Amazon— what we learned at Pillpack - Fred Destin
• One-Hour Guide to SEO - Rand Fishkin
• SaaStr (SaaS Scale Together) conference videos
• 12 Key Levers of SaaS Success - David Skok (SaaStr 2017)
• A Conversation with Paul Graham - Moderated by Geoff Ralston
• The single biggest reason why startups succeed - Bill Gross (TED)
• The Infinite Game (Nordic Business Forum Sweden 2019 - Full Keynote) - Simon Sinek
• YC’s Essential Startup Advice - Geoff Ralston and Michael Seibel
• Beyond the Business Model - Ash Maurya
• Startup Hacks - Alex Iskold
• 10 Things The Rich Do That The Poor Don't - Why You Are Still Broke - Practical Wisdom
• How to Achieve Your Most Ambitious Goals - Stephen Duneier (TEDxTucson)
• Don't Do These 68 Things in Your SaaS Company - Anand Sanwal (SaaStr 2017)
• Startups, Entrepreneurship, and Making Your Tech Business Work - Full Sail University 2017
• Why do so many startups fail? - Chicago Booth Review
• Evidence-based Entrepreneurship - Steve Blank (The Lean Startup Conference 2013)
• Tim Ferriss's advice on starting a business or podcast - Tim Ferriss
• Laura Klein: So You Want to Build the Next Facebook (Lean Startup Conference 2015) | Identify and Validate Your Riskiest Assumptions (Lean Startup Conference 2014)
• The surprising habits of original thinkers - Adam Grant (TED)
• Five Lessons I Learned From Failing A Start-Up - Yashash Agarwal (TEDxJGU)
• How To Create A SaaS Product That People Love - Dan Martell
• Lessons Learned From 3,000 SaaS Companies - Patrick Campbell
• What college students need to know before starting a business - Jan Bednar (TEDxBocaRaton)
• Why Most Entrepreneurs Are Slowly Killing Themselves - Phil Drolet (TEDxMileHigh)
• The Customer Factory
• 50 Entrepreneurs share priceless advice - Blockshelf
• Why Products Fail - Ash Maurya
• 10 Steps to Product-Market Fit - Ash Maurya
• 12 Mistakes I Made My First Year as an Entrepreneur - Patrick Bet-David
• Warren Buffet's Life Advice Will Change Your Future
• Guy Kawasaki (Apple) on Top 10 Mistakes Entrepreneurs Make (Startup Grind)
• 10 SKILLS That Are HARD to Learn, BUT Will Pay Off FOREVER! - Evan Carmichael
• Steve Jobs's Top 10 Rules For Success - Evan Carmichael
• What they don't tell you about entrepreneurship - Mark Leruste (TEDxCardiff)
• How to build a Billion Dollar app? - George Berkowski (TEDxCityUniversityLondon)
• Claire Lew interviews Kathryn Minshew, Founder + CEO of The Muse
• The Best of the Best: YC SaaS Founders

BUSINESS - ENTREPRENEURSHIP - BENEFIT CORPORATIONS

• B Lab (BCorporation.net)
• BenefitCorp.net
• Benefit Corporation FAQs - Wolters Kluwer
• Startups: Should you incorporate as a Public Benefit Corporation? - Charlie Kannel & May Samali
• What Is a Benefit Corporation? - Jane Haskins (LegalZoom)
• Your Benefit Corporation Options: Should You Incorporate in Delaware or Elsewhere? - Sandra B. Feldman (Wolters Kluwer)

BUSINESS - ENTREPRENEURSHIP - BLOGS & NEWS

• eCorner (Stanford University) | Youtube channel
• Foundr.com
• GeekWire
• TechCrunch - Startups

BUSINESS - ENTREPRENEURSHIP - FINANCING

• Rewarding Talent - Index Ventures
• VC terms — Return of the Barbarians - Fred Destin
• Don’t go chasing unicorns - Aner Ben-Ami
• A Guide to Seed Fundraising - Geoff Ralston
• If You Take Venture Capital, You’re Forcing Your Company To Exit - Luke Kanies

BUSINESS - ENTREPRENEURSHIP - FINANCING - CROWDFUNDING SITES

• AngelList
• AngelPad
• CircleUp
• CrowdCube (UK)
• EquityNet
• FlashFunders
• Fundable
• FundedByMe (EU)
• FundersClub
• Gust | Twitter
• IndieGogo
• Kickstarter
• MicroVentures
• NextSeed
• OurCrowd
• SeedInvest
• Seedrs
• StartEngine
• SyndicateRoom
• WeFunder
• Zopa (UK)

BUSINESS - ENTREPRENEURSHIP - FINANCING - CROWDFUNDING INFO

• Kickstarter, IndieGoGo and Best Practices for Crowdfunding - Co Media
• Equity Crowdfunding Explained: Jargon Free - Entrepreneur
• Salvador Briggman: Equity Crowdfunding Explained | Dos and Don't of Crowdfunding on Kickstarter and Indiegogo | Kickstarter vs. Indiegogo
• Investment Crowdfunding 101 (also known as Equity Crowdfunding) - Eazl.co
• CrowdFund.co
• Exceeding Your Funding Goal on Kickstarter, the Basics - Thomas Kineshanko

BUSINESS - ENTREPRENEURSHIP - PODCASTS

• 2000 Book Summaries for Entrepreneurs - Mani Vaya
• 996 Podcast on Entrepreneurship in China - GGV Capital
• Angel Invest Boston - Sal Daler
• Babson Built
• Balderton Podcast - Balderton Capital
• Being Boss: Mindset, Habits, Tactics, and Lifestyle for Creative Entrepreneurs
• Bootstrapped VC - Backstage Capital
• Bowery Capital Startup Sales Podcast
• Business School Without the BS - Clay Clark & Robert Zoellner
• Business Wars - David Brown
• Chase Jarvis LIVE
• Cortex - CGP Grey & Myke Hurley
• DealMakers - Alejandro Cremades
• Dingman Bootstrapped
• Exceptions - Jay Acunzo
• Evolving for the Next Billion - GGV Capital
• Founder Quest Podcast
• Founder Real Talk - GGV Capital
• Founders Talk
• Foundr - Nathan Chan
• The Full Ratchet - Nick Moran
• Getting to Ramen - Joshua Anderton
• Greymatter - Greylock Partners
• How I Built This - Guy Raz
• How to Start a Startup
• Indie Hackers - Courtland Allen
• James Altucher Show
• Masters of Scale - Reid Hoffman
• Mixergy - Andrew Warner
• The New Stack: Makers
• Nice Guys on Business - Doug Sandler & Strickland Bonner
• Notion - The SaaS enterprise tech podcast - Stephen Millard & Paul Papadimitriou
• Origins - Notation Capital
• Product Hunt Radio
• Rogue Startups Podcast - Dave Rodenbaugh & Craig Hewitt
• Running Through Walls - Venrock
• School of Greatness - Lewis Howes
• Smart Passive Income
• Stacking the Bricks - Amy Hoy & Alex Hillman
• StartUp - Gimlet
• Startup Camel
• Startup Chat with Steli and Hiten
• Startup Notes
• Startup Sessions with Michael Knouse
• Startup Success Podcast
• Startups for the Rest of Us - Mike Taber & Rob Walling
• The Syndicate - Matt Ward
• Traction: How Startups Start - Next View Ventures
• The Twenty-Minute VC - Henry Stebbings
• This Week in Startups - Jason Calacanis & Youtube
• Venture Studio
• Ventured - Kleiner Perkins
• When to Jump - Mike Lewis

BUSINESS - ENTREPRENEURSHIP - SALES

• Fear of Sales - Elad Gil

BUSINESS - PODCASTS

• Acquired - A Podcast About Technology Acquisitions & IPOs - Ben Gilbert and David Rosenthal
• Bothsides TV - Upfront Ventures
• Business Book of the Month
• Chase Jarvis LIVE
• Conversations with Tyler
• The Ezra Klein Show
• Freakonomics Radio
• Harvard Business Review IdeaCast
• Healthy Dose
• Marketing Over Coffee - John Wall & Christopher Penn
• The McKinsey Podcast
• Meaningful Show - Dean Bokhari
• Notion Capital
• The Pitch - Josh Muccio (Gimlet Media)
• Pivot - Kara Swisher & Scott Galloway
• Product Breakfast Club
• Rework - Basecamp
• Simplify - Caitlin Schiller & Ben Schuman-Stoler
• The Tim Ferriss Show
• The Tony Robbins Podcast
• This Week in Tech - Leo Laporte
• Work & Life Podcast - Stew Friedman

CHARACTERS

• Characters, Symbols and the Unicode Miracle - Computerphile + other cool Computerphile videos

CHESS

CHESS - ANALYSIS

• When Grandmasters Blunder - Joe Doliner, code underlying the analysis, The Pachyderm Stack (a completely new MapReduce engine built on top of modern tools) & Pachyderm Single Node Mode
• ChessGames.com (746,000 chess games)

CHESS - TOOLS

• Chessboard.js
• Chess.js

CHINESE

• Serverless Handbook——无服务架构实践手册 - Jimmy Song
• Kubernetes指南 - Pengfei Ni
• Kubernetes Handbook——Kubernetes中文指南/云原生应用架构实践手册
• Istio Handbook——Istio服务网格实践指南 - Jimmy Song
• InfoQ Chinese news
• Python - Mofan Zhou: Tutorials collection | PyTorch tutorials
• Chinese university courses on Coursera
• 汉语与文化交际 Chinese Cultural Communication
• 卷积神经网络的运作原理
• Fudan University: Coursera courses
• Nanjing University: Coursera courses
  • 计算机操作系统
  • 计算机系统基础（一） ：程序的表示、转换与链接
  • 软件测试 (Software Testing)
  • 用Python玩转数据 Data Processing Using Python
• Peking Univesity: Coursera courses | EdX courses
  • 魅力机器人 | The Fascinating World of Robots and Robotics
  • 操作系统与虚拟化安全
  • 软件工程
  • 数据结构与算法第一部分 | Data Structures and Algorithms Part 1 (Beijing University) & Part 2
  • 算法基础－Fundamental Algorithms
  • Principles and Practice of Computer Aided Translation 计算机辅助翻译原理与实践
  • 人群与网络 | Networks and Crowds
  • 程序设计基础 | Fundamentals of Programming
  • 理论计算机科学基础 | Introduction to Theoretical Computer Science
• Shanghai Jiaotong University: Coursera courses
• Tsinghua University: EdX courses
  • Data Structures and Algorithm Design Part I 数据结构与算法设计(上) | Data Structures and Algorithm Design Part II 数据结构与算法设计(下) | Data Structures • 数据结构 | 2015 course - Data Structures and Algorithm Design 数据结构与算法设计 | 2014 course
• USTC: Coursera courses
• Xian Jiaotong University: Coursera courses
• Elixir入门文档中文

CHINESE - AUDIO

• Ting (Pianke.me)

CHINESE - BOOKS

• 海量电子书
• 努努书坊

CHINESE - LEARNING

• The Chairman's Bao - Simplified Chinese newspaper

• JustLearnChinese.com

• HanziJS is a Chinese character and NLP module for Chinese language processing for Node.js | Github

CHINESE - SCIENCE FICTION

• 刘慈欣：科学中的故事资源 & full list

CLEAN CODE

• Finding your service boundaries: A practical guide - Adam Ralph: NDC { Oslo 2018} & Dev Ternity 2019
• How To Write Unmaintainable Code: Ensure a job for life ;-) - Roedy Green
• Making It Count: Quality is NOT an Option - Todd Montgomery (GOTO 2018)
• Is Your Code Too SOLID? - Sarah Mei
• Move Slow and Mend Things - Kevlin Henney (VoxxedDays Zurich 2018) & [Devoxx Belgium 2017)
• Software Is Details - Kevlin Henney (GOTO 2020)
• Why Senior Devs Write Dumb Code and How to Spot a Junior From A Mile Away - Scott Shipp
• Working with legacy code - Gabor Olah (Code BEAM STO 19)
• Ideology - Gary Bernhardt (StrangeLoop 2015)
• Taking Back "Software Engineering" - Dave Farley (GOTO Oslo 2020)
• The Mediator Pattern - Brandur
• "The Mess We're In" - Joe Armstrong (StrangeLoop 2014)
• Creative Engineering: Promises & Razors - Insights into Rapid Development - Tom Mejias, Bill Robinson and Matteo Vallone
• The Failures of "Intro to TDD" - Justin Searls
• The 737 Max: Human Factors in Complex Systems - Kyle Kotowick
• Treat Your Code as a Crime Scene - Adam Tornhill
• Code review advice from Thoughtbot
• Keynote: Architecture the Lost Years - Robert Martin (Ruby Midwest 2011)
• Uncoupling - Michael Nygard (GOTO 2018)
• Stability Patterns & Antipatterns - Michael T. Nygard (GOTO 2016)
• Talking Architecture: Small Is Beautiful - Kevlin Henney (Wix Engineering Tech Talks 2016) & (GOTO 2016)
• Code as Risk - Kevlin Henney (GOTO Amsterdam 2017)
• A System is Not a Tree - Kevlin Henney (DevWeek 2015)
• The Errors of Our Ways - Kevlin Henney (GOTO Berlin 2016)
• Old Is the New New - Kevlin Henney (GOTO 2018)
• A Question of Craftsmanship - Kevlin Henney (Agile India 2013)
• Seven Secrets of Maintainable Codebases - Adam Tornhill (GOTO 2016)
• Cruft and Technical Debt: A Long View - Yehuda Katz (GoGaRuCo 2012)
• Grasping Complexity with Both Hands - Glenn Vandenurg (GoGaRuCo 2012)
• Behind the Curtain: Applying lessons learned from years in the Theatre to crafting software applications - Nell Shamrell (MaidosnRuby 2012)
• Computer Science: A Guide for the Perplexed - Joe Armstrong (GOTO 2018)
• Modular & reusable front-end code with HTML5, Sass and CoffeeScript - Roy Tomeij (MadisonRuby 2012)
• Robert C. Martin videos (free)
• Robert C. Martin videos (non-free)
• Grand Unification Theory: Writing and Running Code, by Brian Ford (Barcelona RuCo 2012)
• Programming and minimalism: lessons from Orwell and the Clash - Jonathan Dahl (RubyConf 2010)
• States and Nomads: Handling Software Complexity - Zach Tellman

CLEAN CODE - AGILE

• Why Scaling Agile Doesn't Work • Jez Humble (GOTO 2015)
• Beyond Scope, Schedule, and Cost: The Agile Triangle - Jim Highsmith (ThoughtWorks)
• Business Decision Maturity Model (BDMM) - Dr. Knut Hinkelmann
• Managing IT for Business Value: The New Gold Standard - BCG
• The Business Decision Maturity Model
• Black Swan Farming
• Management & Measurement & Business Value – “Oh My”: Creating Solutions with Measurement in Changing Times - Dan Galorath

CLEAN CODE - AGILE - KANBAN

• Agile Project Management with Kanban - Eric Brechner (Talks at Google 2015)
• Agile Project Management with Kanban - Eric Brechner (Microsoft Research)

CLEAN CODE - APIS

• APIs: The Good, The Bad, The Ugly - MicheleTitolo (Ruby Remote Conf 2015)
• HTTP API Design Guide
• Beautiful REST & JSON APIs - Les Hazelwood (Jax Conference 2013)
• Building the Great Wall: API Driven Applications by Scott Parker, Dan Melnick (Madison Ruby 2012)
• How to Design a Good API and Why It Matters
• API Blueprint & Github
• Dredd — HTTP API Validation Tool
• Pliny - Write excellent APIs in Ruby & Better APIs with Pliny - Will Leinweber (RubyOnAles 2015)

CLEAN CODE - APIS - DOCUMENTING

• Understanding JSON Schema - Michael Droettboom et al. & PDF
• prmd - JSON Schema tools and doc generation for HTTP APIs

CLEAN CODE - APIS - DOCUMENTING - SWAGGER / OPENAPI

• Swagger.io | Swagger Editor | Specification | Explanatory docs | Github
• PetStore example: Running | JSON files | YAML files
• Swagger tutorial - Learn API Doc
• OpenAPI Specification Journey - Arnaud Lauret: 1 - Intro | 2 - Basics | 3 - Simplifying spec file | 4 - Advanced Data | 5 - Advanced Input & Output Modeling | 6 - Defining Security | 7 - Documentation | 8 - Splitting the spec file | 9 - Extending the OpenAPI Spec
• Learn API Doc - Tom Johnson
• Swagger 101 - SwaggerHub.com
• phoenix-swagger

CLEAN CODE - CODE CLIMATE

• Code Climate: Open source projects | Platform | Free service for open source projects
• Build your own Code Climate Analysis Engine

CLEAN CODE - MEASURING

• Ruby-Toolbox - Code Metrics
• Semi Automatic Code Review - Richard Huang (RailsConf 2012)
• rails_best_practices gem & railsbp.com

CLOJURE

• Functional Programming in Anger - David Nolen (Lambda.World 2018)

COBOL

• Built to Last - Mar Hicks

CODING CONTESTS

• CodeChef
• TopCoder

CODING PUZZLES

• Programming Praxis

CODE SEARCH

• Github Search
• Google Code
• Ohloh Code
• SearchCode.com
• Sourcegraph.com

COMPUTING BASICS

• Logic Components - 0612 TV w/ NERDfirst
• See How Computers Add Numbers in One Lesson - In One Lesson
• Computerphile: AND OR NOT - Logic Gates Explained & XOR & the Half Adder
• Logic Components - "lcc0612"
• Digital Electronics: The Half Adder and Full Adder - Derek Molloy
• An Introduction to Logic Gates - DrPhysicsA
• Making Your Own 4-bit Computer From Transistors - Simon Inns

COMPUTING BASICS - QUANTUM COMPUTING

• Quantum Computing for Computer Scientists - Andrew Helwer
• Quantum Computing 2017 Update - ExplainingComputers
• Unboxing a Quantum Computer - Holy $hit Episode 19 - Linus Tech Tips
• A Beginner’s Guide to Quantum Computing - Talia Gershon (IBM)

CSS

• CSS - Mozilla.org
• CSS Reference - Visual guide to the most popular CSS properties
• Estelle Weyl
• CSS Tutorial - W3Schools
• Learn CSS - Codecademy
• GeekLaunch / Jacob CSS Basics & Sass & SCSS
• The Shapes of CSS - Chris Coyier
• MarkSheet: Free HTML & CSS tutorial
• How to Master CSS - Christopher Harrison & Helen Zeng (Microsoft Virtual Academy - Jumpstart)
• HTML and CSS Tutorial for Beginners: The Ultimate Guide to Learning HTML and CSS
• CSS3 Tutorial - Derek Banas
• LearnLayout.com
• Mozilla MDN
• CSS2 Cheat Sheet (Cheatography)
• Sass
• Less
• Compass
• Getting Oriented With Compass
• Kicking Ass + Taking Names with Sass & Compass
• csscss (finds CSS redundancies)
• Twitter Bootstrap
• Front End Legos: Better Design with Reusable HTML & CSS
• Github CSS style guide
• Zen-Coding
• CSS Conf videos

CSS - BULMA

• Bulma: Bulma.io Blog | Extensions
• Use Bulma with Webpack
• Official Documentation:
  • Overview
  • Columns
  • Forms
  • Components
  • Modifiers
  • Layout
  • Elements
    • Box
    • Button
    • Content
    • Delete
    • Icons
    • Image
    • Notification
    • Progress Bar
    • Table
    • Tag
    • Title
  • Extensions
• Learn Bulma CSS for free - Zaydek & Learn Bulma CSS in 5 minutes - A tutorial for beginners - Per Harald Borgen
• Bulma videos
• Bulma CSS Framework Crash Course - Traversy Media
• Learn Bulma in 5 Minutes - Per Harald Borgen
• Bulma: CSS framework you should consider in 2018 - Mateusz
• How to Build a Blog Layout With Bulma - George Martsoukos

CSS - BULMA - BUEFY

• Buefy: Lightweight UI components for Vue.js based on Bulma

CSS - BULMA - JAVASCRIPT

• JavaScript for Bulma: Tabs - Travis Media
• JavaScript for Bulma: Modals - Travis Media
• JavaScript Zipcode App Using Fetch & Bulma CSS - Traversy Media

CSS - BULMA - PLUGINS

• Bulma Extensions & Wiki
• Bootstrap Table & examples
• Bulma-social: Social sign-in buttons - Aldi Duzha

CSS - BULMA - TEMPLATES & THEMES

• Bulma Templates & Github
• Bulma Themes
• Bulma Swatch: free Bulma themes
• Awesome Bulma Templates
• Bulma Expo
• Bulma Builder ($ non-free $)
• Bulma Style ($ non-free $)
• Creative Bulma ($ non-free $)

CSS - BULMA - VIDEOS

• Bulma CSS Framework Crash Course - Traversy Media
• Bulma CSS Framework - complete tutorial - freeCodeCamp.org

CSS - COLOR

• Coolors: Color scheme generator
• Paletton: Build a color palette
• Adobe Color CC
• Palettab: Discover new fonts and colors with every tab
• Web Gradients
• UI Gradients

CSS - COOL STUFF

• Tobias Bjerrome Ahlin CSS design blog
• CSS-Tricks.com
• How To Make a Slide Out Navigation with HTML/CSS (No JavaScript)
• Smashing Magazine

CSS - FLEXBOX

• What the Flexbox?!: 20-video course that will help you master CSS Flexbox - Wes Bos
• CSS Flexbox Course - freeCodeCamp.org
• CSS Flexbox Tutorial for Beginners | Basics & Container - Academind: 1 of 2 & 2 of 2
• Responsive HTML/CSS Website From Scratch with Flexbox Grid - Drew Ryan
• Build A Responsive HTML & CSS Template With FlexboxGrid - Traversy Media
• Flexbox Froggy
• Flexbox Cheatsheet - Joni Bologna
• A Complete Guide to Flexbox - Chris Coyier
• Solved By Flexbox - Philip Walton
• W3C spec

CSS - GRID

• CSS Grid: From fundamentals to real world in about four hours - Wes Bos
• Grid By Example - Rachel Andrew
• Experimental Layout Lab of Jen Simmons
• CSS Grid Garden
• A Complete Guide to Grid - Chris Coyier

CSS - PHOTOS

• Unsplash: Beautiful, free photos. Gifted by the world’s most generous community of photographers

CSS - RESPONSIVE DESIGN

• Using Media Queries For Responsive Design In 2018 - Rachel Andrew
• HTML slides without frameworks, just CSS - Chen Hui Jing
• Laziness in the Time of Responsive Design - Ethan Marcotte (Constant Contact 2014)
• The New Rules of The Responsive Web

CSS - SELECTORS

CSS Selectors Cheatsheet - Nana Jeon

CSS - TAILWIND CSS

• Tailwind CSS - Adam Wathan: Docs | Screencasts | Installation | Website
• Tailwind CSS tutorial videos by its creator, Adam Wathan
• Tailwind CSS - Shruti Balasa (Thirus)
• Learn Tailwind CSS for Free - Victor Gonzalez
• Tailwind CSS cheatsheets: NerdCave.com | TailwindComponents.com
• Tailwind UI Components: Website (Partially non-free $) | TailwindComponents.com
• Adding Tailwind CSS to Phoenix 1.4 and 1.5 - Mike Clark
• Tailwind CSS Tutorial - The Net Ninja
• Tailwind CSS Awesomd - Roman Heinrich & Alex Unger
• Tailwind CSS Crash Course - Traversy Media
• Tailwind CSS Tutorial for Beginners - Full Course (2:32) - Victor Gonzalez

CSS - TEXTURES

• Blender.org - Textures
• FreeStockTextures.com
• Pexels.com

CSS - UX/UI

• The 2019 UI Design Crash Course for Beginners - Gary Simon
• UI/UX Design Ayana Campbell Smith - 1 of 3 | 2 of 3 | 3 of 3

CSS - VIDEOS

CSSConf: Budapest 2019 | EU 2019 | EU 2018 | EU 2017 | More

DATA

• ProgrammableWeb.com
• Data Sources on the Web - Managed R Archive Network
• 23 Resources for Finding Open Data
• 30 Places to Find Open Data on the Web
• AWS Public Data Sets
• DataCataloges.org
• Data Repositories - Jerry Smith
• Datasets for Data Mining and Data Science
• Freebase.com
• Kaggle.com Datasets
• Public datasets - ScaleUnlimited.com
• UCL Data Science Student Challenge 2016
• Where can I find large datasets open to the public?
• Comprehensive List of Free Historical Market Data Sources
• Datahub.io

DATA - ANALYSIS

• Analytics Dispatch
• Analytics Vidhya
• Dataconomy
• Data Driven NYC videos (Nov 2014)
• Data Elixir
• Data Science Weekly
• Foundations of Data Science (book PDF) - Avrim Blum, John Hopcroft, and Ravindran Kannan
• Kaggle.com
• Movielens
• O'Reilly Data Newsletter

DATA ANALYSIS - COURSES

• Coursera Data Science courses
• DataCamp
• DataQuest
• edX Data Science courses
• IBM Data Science Foundations
• KDNuggets Data Mining Course
• Learning From Data (Caltech)
• Open-Source Data Science Masters
• Udacity Data Sciencce courses

DATA ANALYSIS - FLINK

• Apache Flink
• Flink SQL in 2020: Time to show off! - Timo Walther (ApacheCon @Home 2020)
• Data Streaming using Apache Flink and Apache Ignite - Saikat Maitra (ApacheCon @Home 2020)
• Patterns of Streaming Applications - Monal Daxini (QCon 2018)

DATA ANALYSIS - HERON

• Apache Heron - Realtime, distributed, fault-tolerant stream processing engine from Twitter

DATA ANALYSIS - SPARK

• Spark Docs | Quick start | RDD Programming Guide | Spark SQL, Datasets, and DataFrames | Structured Streaming | Spark Streaming | MLlib | GraphX | Scala API | Java API | Python API | R API | Spark SQL, Built-in Functions
• Spark - TutorialsPoint.com
• SF Spark 2017
• Scala Machine Learning Projects: Recommendation Systems - Navdeep Singh
• Processing Fast Data with Apache Spark: The Tale of Two Streaming APIs - Gerard Maas (Reactive Summit Montreal 2018)
• ApacheSpark as a gateway drug to FP: Concepts taught & broken - Holden Karau (Curry On! Amsterdam)
• Holden Karau Spark videos
• Running on Kubernetes
• Spark Summit 2017 - Machine Learning
• Spark Summit 2017 - Data Science
• Spark Summit 2017 - Spark Ecosystem
• Spark Summit 2017 - General
• Spark Summit 2017 - Spark Experience && Use Cases
• Spark Summit 2017 - Developer
• TensorFrames: Deep Learning with TensorFlow on Apache Spark - Tim Hunter
• TensorFlow On Spark: Scalable TensorFlow Learning on Spark Clusters - Andy Feng & Lee Yang

DATA - APIS

• Google Dataset Search
• Best Buy (retail)
• Bloomberg
• DataSift (Twitter firehose)
• Expedia
• Facebook
• Forecast.io (weather)
• Google Public Data
• HealthData.gov
• Hotwire
• Kaggle
• MapQuest (maps)
• New York Times
• OpenStreetMap
• OpenWeatherMap (weather)
• ProPublica
• Public APIs
• Quandl, Github & example iPython notebook
• Reuters
• Salesforce, pyforce, simple-salesforce, salesforce-python-toolkit & example
• Socrata
• Twitter
• Walmart (retail; real-time prices and availability)
• Weather Underground (weather)
• WeatherBug (weather)
• World Bank (socioeconomic data)
• Yahoo! Finance (financial data)
• Zillow (real estate)

DATA - APIS - INTERNATIONAL

• Google public data directory
• IMF
• International Social Survey Programme
• Merchant Fleet of Late Medieval and Tudor England, 1400–1580
• Stanford Large Network Dataset Collection (SNAP)
• United Nations
• World Bank
• World Health Organization

DATA - APIS - NATIONAL (NON-US)

• United Kingdom

DATA - APIS - UNITED STATES

• Bureau of Labor Statistics & Dept of Labor
• Census Bureau
• Census Bureau's Statistical Abstract
• CDC Wonder
• Dartmouth Atlas of Healthcare
• Dept of Education
• Dept of Health & Human Services
• EDGAR (SEC)
• Energy Information Administration
• EPA
• Explore.data.gov
• FCC (Federal Communications Commission)
• FedStats
• FRED (Federal Reserve Economic Data)
• Healthcare.gov
• ICPSR
• Medicare.gov
• NationalMap.gov
• NIH (National Institutes of Health) Data Sharing Repositories
• National Library of Medicine
• NOAA National Climatic Data Center
• Quality of Government data
• Sunlight Labs
• USA.gov
• USGS

DATA - APIS - UNITED STATES - CITIES/STATES

• Solutions Search (Harvard Kennedy School of Government)
• Austin, TX
• Boston, MA
• Chicago, IL
• New York City, NY
• New York State
• San Francisco, CA
• Seattle, WA

DATA - BIG DATA

• J on the Beach conference videos

DATA - NATURAL LANGUAGE PROCESSING (NLP)

• Common Crawl
• Datasets for Natural Language Processing - Jason Brownlee
• List of datasets for machine learning research - Wikipedia
• MC-AFP: machine comprehension dataset based on public available Gigaword dataset (AFP portion)
• Wikipedia 2014 data (DBpedia)
• DBpedia
• Wikipedia dataset

DATA - PODCASTS

• Data Engineering Podcast - Tobias Macey
• DataFramed - Hugo Bowne-Anderson (DataCamp)
• Data Podcast
• In Context - Integrate.AI
• NoSQL Database Podcast - Matthew Groves
• O'Reilly Data Show Podcast

DATA - SCRAPING

• Top 50 open source web crawlers for data mining

DATA - VISUALIZATION

• DataViz.tools - curated guide to the best tools, resources and technologies for data visualization
• VizWiz: Data visualization done right (blog)
• OpenVis Conference videos (Boston 2016)

DATABASES

DATABASES - ANALYSIS TOOLS

• DbDesigner
• SQL Developer
• SQL Power Architect

DATABASES - BARRELDB

• BarrelDB ("modern document-oriented database in Erlang focusing on data locality (put/match the data next to you) and P2P"): barrel-db.org | Github

DATABASES - CASSANDRA

• Apache Cassandra: Docs | Website | Github | Download
• Apache Cassandra 3.0 - DataStax
• Awesome Cassandra
• DataStax Developers videos | DataStax Academy | DataStax Katacoda exercises
• FULL 8 part Apache Cassandra™ Course - DataStax
• Introduction to Apache Cassandra™ Workshop! - DataStax
• Learn Cassandra - Tutorialspoint
• Why Discord Moved from MongoDB to Apache Cassandra, Let us Discuss - Hussein Nasser & How Discord Stores Billions of Messages - Stanislav Vishnevskiy
• Rebecca Mills: 1: Essentials | 2: Bootstrapping | 3: Data Modeling

DATABASES - CASSANDRA - 4.0

• Introduction to Apache Cassandra™ + What’s New in 4.0 - Patrick McFadin (DataStax Presents)
• Apache Cassandra 4.0 Features Increased Speed And Scalability - TFiR
• Cassandra Meetup! Cassandra 4.0 with Patrick McFadin - DataStax Developers
• Cassandra 4.0: Better, Faster, Stronger | Ep. 11 | Accelerate: A NoSQL Original Series (DataStax)
• Building Apache Cassandra 4.0 Behind the Scenes - Dinesh A. Joshi (ApacheCon @Home 2020) (interesting talk on the challenges of testing Cassandra)

DATABASES - CASSANDRA - DATA MODELING

• DS220 Data Modeling with Apache Cassandra (DataStax Academy)
• How to Create a Cassandra Data Model - Patrick McFadin and Jeff Carpenter (DataStax)

DATABASES - CASSANDRA - VIDEOS

• Apache Cassandra Tutorial - JumpstartCS
• Apache Cassandra Developer Workshop - David Gilardi
• 5 Steps to an Awesome Apache Cassandra™ Data Model - Patrick McFadin
• Cassandra Upgrade in production : Strategies and Best Practices - Laxmikant Upadhyay (ApacheCon @Home 2020)

DATABASES - COCKROACHDB

• CockroachDB: cloud-native SQL database for building global, scalable cloud services that survive disasters
• Helm Chart
• Data consistency, gorm and CockroachDB - Erik Lupander

DATABASES - COUCHDB

• Official docs: PDF | Downloads | API docs | Wiki | Blog | Fauxton Visual Guide
• CouchDB: The Definitive Guide - J. Chris Anderson, Jan Lehnardt and Noah Slater
• CouchDB Tutorial - TutorialsPoint
• Why CouchDB? - Adam Kocoloski
• 10 Common Misconceptions about CouchDB - Joan Touzet
• Getting Familiar with CouchDB and Futon - Joshua Morony
• Know NoSQL - A Deep Dive Into CouchDB - Raj Bharath
• Running a CouchDB 2.0 Cluster in Production on AWS with Docker - Geoff Cox
• rxjs-couchdb
• Couch DB Tutorial for Beginners - Krithika Kannan
• CouchDB replication - Kalilou Diaby
• Restricting Document Updates in CouchDB - Joshua Morony

DATABASES - COUCHDB - DEPLOYMENT

• Deploying a CouchDB Cluster on Kubernetes - Kailash Chander
• Semi-official Apache CouchDB Docker images | Docker Hub
• How Do I Configure SSL (HTTPS) in CouchDB?
• couchdb-ssl - Clemens Stolle
• CouchDB authentication recipes - Daniel West
• Fast CouchDB setup in AWS - Ten Bitcomb

DATABASES - COUCHDB - REPLICATION & CHANGE NOTIFICATION

• Spiegel: Scalable replication and change listening for CouchDB - Geoff Cox

DATABASES - DATOMIC

• Datomic.com
• Datomic: Event Sourcing without the hassle - Valentin Waeselynck

DATABASES - DESIGN

• Intro to Database Systems - Andy Pavlo (Carnegie Mellon - Fall 2019)
• Advanced Database Systems - Andy Pavlo (Carnegie Mellon - Spring 2020)

DATABASES - ELASTICSEARCH

• Elasticsearch documentation:
  • Reference: Current | Previous versions
    • Elasticsearch intro
    • Getting started
    • Set up
    • Upgrading
    • Searching data
    • Query DSL
    • Search aggregations
    • Scripting
    • Mapping
    • Text analysis
    • Index modules
    • Index lifecycle management
    • REST APIs
    • Set up cluster for high availability
    • Snapshot & restore
    • Secure a cluster
    • Command line tools
    • How To
  • Videos & Elastic{ON} videos
• Exploring Elasticsearch (online tutorial/book) - Andrew Cholakian
• Elasticsearch: The Definitive Guide: Online | Github repo & instructions for generating a PDF
• Elasticsearch Tutorial - TutorialsPoint.com
• Your Data, Your Search, Elasticsearch - Costin Leau (SpringOne2GX 2013)
• Elasticsearch: The Definitive Guide
• Make sense of your (big) data using Elasticsearch - Honza Král (PyData Berlin 2014)
• Explore Your Data With Elasticsearch - Honza Král (SF Python talk)
• Getting Down and Dirty with ElasticSearch - Clinton Gormley (NoSQL Matters Barcelona 2013)
• Elasticsearch from the bottom up - Alex Brasetvik (EuroPython 2014) & article
• Elasticsearch from the top down: Tracing a request down to the bits - Alex Brasetvik
• How To Interact with Data in ElasticSearch Using CRUD Operations - Justin Ellingwood

DATABASES - ELASTICSEARCH - BLOGS

• Elastic.co blog
• Foundation (Found.no)

DATABASES - ELASTICSEARCH - ELASTICAT

• elasticat (Ruby script for prettifying JSON returned from Elasticsearch)

DATABASES - ELASTICSEARCH - HELP

• Elasticsearch Freenode IRC
• Elasticsearch Google Forum

DATABASES - ELASTICSEARCH - INFORMATION RETRIEVAL

• Intro to Information Retrieval - Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, 2008

DATABASES - ELASTICSEARCH - LUCENE

• Lucene Core & docs

DATABASES - ELASTICSEARCH - MAPPING

• Intro to Elasticsearch Mapping - Njal Karevoll
• All about analyzers, Part One - Andrew Cholakian & Part Two
• A data exploration workflow for mappings - Njal Karevoll
• Nested type
• ElasticSearch – nested mappings and filters - Joel Abrahamsson
• Elasticsearch: Advanced search and nested objects - Gregquat

DATABASES - ELASTICSEARCH - PERFORMANCE & CONFIGURATION

• Six ways to crash Elasticsearch - Konrad G. Beiske
• Elasticsearch in Production - Alex Brasetvik (Berlin Buzzwords 2013)
• Optimizing Elasticsearch searches - Alex Brasetvik
• Troubleshooting Elasticsearch searches, for beginners - Alex Brasetvik

DATABASES - ELASTICSEARCH - PYTHON

• Elasticsearch-py (low level)
• Elasticsearch-dsl-py (higher level)
• Elasticsearch DSL - Honza Král

DATABASES - ELASTICSEARCH - QUERYING & FILTERING

• Combining filters

DATABASES - FILODB

• FiloDB - Prometheus-compatible distributed time series database: Github
• FiloDB: Reactive, Real-time, In-memory Time Series at Massive Scale - Evan Chan (Reactive Summit Montreal 2018)
• FiloDB: Combining Spark Streaming and Fast Ad-Hoc Analytics - Evan Chan

DATABASES - FOUNDATIONDB

• FoundationDB

DATABASES - GRAPH DATABASES

• Awesome-graph: resources for graph databases and graph computing tools - Jean-Baptiste Musso
• Keith Damiani - Connecting the Dots (Laracon US 2019)
• A Skeptic's Guide to Graph Databases - David Bechberger (NDC { Oslo } 2019)
• Graph Databases Will Change Your Freakin' Life - Ed Finkler
• From Relational to Graph: A Developer's Guide - Michael Hunger

DATABASES - GRAPH DATABASES - GRAPHML

• GraphML
• GraphSON: Tips for working with GraphSON and TinkerPop systems - Noah Burrell | GraphSON Reader and Writer Library

DATABASES - GRAPH DATABASES - GEPHI

• Gephi - The Open Graph Viz Platform
• Supported Graph Formats - Gephi
• First contact with Gephi 0.9.2 - Mathieu Jacomy

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP

• Apache Tinkerpop: Website | Tutorials | Reference Doc | Getting Started | Gremlin Console | Gremlin's Anatomy | Gremlin Recipes | Language Variants
• SQL2Gremlin: transition from SQL to Gremlin - Daniel Kuppitz
• Practical Gremlin: An Apache TinkerPop Tutorial (book) - Kelvin R. Lawrence: HTML | PDF | Github
• The Gremlin Console
• The Gremlin Compendium, minimum survival kit for any Gremlin user - Doan DuyHai
• TinkerPop 2020 - Josh Shinavier (Global Graph Summit 2020)
• A Graph is a Graph is a Graph - Josh Shinavier (Global Graph Summit 2019)
• Gremlin-users Google Groups
• Gremlify.com

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - GRAPHEXP

• graphexp: Interactive visualization of the Gremlin graph database with D3.js - Benjamin Ricaud | Armand Leopold version
• Forked graphexp using Bootstrap - Armand Leopold

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - HADOOP

• Hadoop-Gremlin

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - PYTHON

• GremlinPython: TinkerPop reference doc | PyPi | JanusGraph docs
• JUGRI: The JUpyter-GRemlin Interface: Github | article

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - SPARKGRAPH

• SparkGraphComputer
• Gremlin OLAP Traversals - DataStax Academy
• A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP - Artem Aliev

DATABASES - GRAPH DATABASES - NETWORK ANALYSIS TOOLS

• Networkx: Network analysis in Python | Documentation (PDF)
• NetworKit: Large-Scale Network Analysis — Interactive and Fast: Website | Github

DATABASES - GRAPH DATABASES - OWLREADY

• Owlready2 Documentation (PDF)
• Event extraction based on open information extraction and ontology - Sihem Sahnoun (PDF)

DATABASES - GRAPH DATABASES - RDF

• Resource Description Framework (RDF) (Wikipedia) & query language
• RDFLib: Github | Docs
• Marcel Otto: RDF-ex & SPARQL-ex
• Bringing the Semantic Web closer to reality: PostgreSQL as RDF Graph Database - Jimmy Angelakos
• XML to JSON to RDF : Another iteration in data format evolution - Claude Warren (ApacheCon @Home 2020)
• Information Service Engineering - Dr. Harald Sack & Dr. Maria Koutraki

DATABASES - GRAPH DATABASES - RDF - JENA

• Apache Jena GeoSPARQL - Marco Neumann (ApacheCon @Home 2020)
• Buddhist Digital Archives (BUDA), RDF and jena-text - Chris Tomlinson & Élie Roux

DATABASES - GRAPH DATABASES - RDF - SEMANTIC WEB

• European Semantic Web Conference (ESWC) Conference: 2020 & talks
• Scientific Knowledge Graphs 2020
• Building an Enterprise Knowledge Graph at Uber: Lessons from Reality - Joshua Shinavier PhD (Columbia SPS 2019 Knowledge Graph Conference)
• Wikidata, Knowledge Graphs, and Beyond - Denny Vrandecic (Columbia SPS 2019 Knowledge Graph Conference)
• The Semantic Web (2020)
• The Semantic Web (2019)
• The Semantic Web (2018)
• GConsent - A Consent Ontology based on the GDPR - Harshvardhan J Pandit, et al.

DATABASES - GRAPH DATABASES - RDF - SPARQL

• Querying RDF with Elixir: Using SPARQL.ex to query over RDF datastores - Tony Hammond
• Querying Wikidata with SPARQL for Absolute Beginners - Wikimedia Foundation
• SPARQL - Wikibooks.org
• SPARQL Tutorial - Apache Jena
• Learn SPARQL - Stardog.com
• SPARQL/Prefixes
• SPARQL Order Matters - Bob Bebee

DATABASES - GRAPH DATABASES - RDF - VOCABULARIES

• Linked Open Vocabularies
• Common Platform Enumeration (CPE)
• Creative Commons Rights Expression Language (cc)
• DBpedia Ontology
• Dublin Core Elements (dce)
• Dublin Core Terms
• Friend of a Friend (FOAF)
• Geospacial Positioning
• PROVenance Ontology (prov)
• Schema.org
• SemWeb Vocab Status ontology (vs)
• Simple Knowledge Organization System (skos)
• Time Ontology in OWL
• VANN: A vocabulary for annotating vocabulary descriptions (vann)
• vCard

DATABASES - GRAPH DATABASES - VIDEOS

• Global Graph Summit 2020

DATABASES - GRAPHQL

• Intro to GraphQL - GraphQL.org
• GraphQL: Data query language and runtime | GitHub
• Getting started (documentation)
• Goodbye REST… GraphQL Is Better! (SFNode 2017)
• GraphQL-Ruby
• Learn GraphQL
• The GitHub GraphQL API - GitHub
• GraphiQL: Graphical interactive in-browser GraphQL IDE
• Intro to GraphQL - Lee Byron (0REDEV 2015)
• Exploring GraphQL - Nick Schrock (Dev Tools @ Scale)
• GraphQL: Designing a Data Language - Lee Byron (StrangeLoop 2016)

DATABASES - GRAPHQL - IMPLEMENTATIONS

• graphql-elixir: Elixir implementation & website
• graphql-js
• Python implementation
• Ruby implementation
• Sangria: Scala implementation
• Graph for Scala

DATABASES - GREENPLUM DB

• Greenplum DB: Open-source data warehouse

DATABASES - HOW THEY WORK

• How does a relational database work - Christophe Kalenzaga
• Transactions: myths, surprises and opportunities" - Martin Kleppmann (StrangeLoop 2015)

DATABASES - IN-MEMORY DATA GRIDS (IMDGS)

• What the Heck is an In Memory Data Grid - Addison Huddy (DataEngConf SF '18)

DATABASES - IN-MEMORY DATA GRIDS (IMDGS) - APACHE GEODE

• Apache Geode: database-like consistency model, reliable transaction processing and a shared-nothing architecture to maintain very low latency performance with high concurrency processing | Github | Twitter
• Apache Geode: Beginner's Guide to an In-Memory Data Grid (IMDG) - Nick Vallely
• Where Does Apache Geode Fit in CQRS Architectures? - Eitan Suez (SpringOne Platform 2016)

DATABASES - IN-MEMORY DATA GRIDS (IMDGS) - APACHE IGNITE

• Apache Ignite | Features

DATABASES - JANUSGRAPH

• JanusGraph: Website | Github | Documentation | Getting Started
• Intro to JanusGraph Database - Jason Plurad, IBM (KubeCon + CloudNativeCon China 2019)
• Getting Started with JanusGraph – Chris Hupman: Part 1: Deployment & Part 2: Indexes & Traversals | Part 3: Administrative Operations
• JanusGraph tips and tricks: Index troubleshooting & data mobility – Chris Hupman: Part 1 & Part 2
• JanusGraph Helm chart
• JanusGraph Schema and Data Modeling - Sports Cyborgs
• Ted Wilmes on the state of JanusGraph 2018 (Data Day Texas 2018)
• JanusGraph Online Meetup 2
• Query Analysis on a Distributed Graph Database - Lucie Svitakova
• Develop a graph database app using JanusGraph - Yi-Hong Wang, Ted Chang, Simeon Monov & janusgraph-utils (sample data and code for running a Twitter-like application in JanusGraph)

DATABASES - KINTO

• Kinto with Alexis Metaireau and Mathieu Leplatre (Podcast.init)

DATABASES - MYSQL

• Showdown: MySQL 8 vs PostgreSQL 10 - Kenn Ejima

DATABASES - NEO4J

• Website | Documentation | Github
• Neo4j Graph Database - TutorialsPoint.com

DATABASES - NEO4J - ELIXIR/ERLANG

• Using Neo4j from Erlang and Elixir
• bolt_sips - Florin Patrascu
• neo4j_sips - Florin Patrascu

DATABASES - POUCHDB

• PouchDB: PouchDB.com | API docs | Getting Started Guide | Guides | Github
• PouchDB: The Swiss Army Knife of Databases - Glynn Bird
• Offline first applications, syncing with PouchDB & CouchDB - François Gengler (Devoxx Belgium 2017)
• Running PouchDB in a Web Worker - Glynn Bird
• Intro to PouchDB
• PouchDB Tutorial - TutorialsPoint.com
• Beginner's Guide to PouchDB - Swathi Prasad
• pouchdb-authentication
• pouchdb-find
• Getting started with PouchDB and CouchDB - Nolan Lawson
• How to build offline web applications with CouchDB and PouchDB - Gabriel Poça
• Offline-First Apps with PouchDB - Bradley Holt: 2016 | 2015
• PouchDB Tutorial - Kaushik Paul
• Getting Started with PouchDB Client-Side JavaScript Database - Jatin Shridhar
• Offline-First Apps with PouchDB and CouchDB - Lorna Mitchell (FEN 2018) & CouchDB, PouchDB and Offline-Tolerant Apps - Lorna Mitchell (DPC2017)
• CouchDB, PouchDB and Hoodie as a Stack for Progressive Web Apps - Geoff Cox

DATABASES - POUCHDB - GRAPHQL

• graphql-pouch - Mike Bild

DATABASES - SQL

• Learn SQL: 50+ of the Best Online Educational Resources to Learn SQL and Relational Database Management - HackerLists.com
• SQL Cheat Sheet - Luke Harrison
• SQLTeaching.com
• SQL Tutorial - 1KeyData.com
• PostgreSQL documentation: The SQL Language
• TutorialsPoint.com
• Advanced SQL and database books and resources - Neil Sainsbury

DATABASES - STREAMING REPLICATION

• Open-Sourcing Yelp's Data Pipeline - Yelp | MySQL Streamer | Schematizer | Data pipeline client | Data pipeline Avro util | Kafka library
• Debezium: Change data capture for a variety of databases & Debezium.io
• BottledWater: Change data capture from PostgreSQL into Kafka (Confluent.com)
• Lapidus: Stream your PostgreSQL, MySQL or MongoDB databases anywhere, fast
• Databus: Source-agnostic distributed change data capture system (LinkedIn)
• Cainophile: Stream every change made to your PostgreSQL database, with no plugins, Java, or Zookeeper required - Preston Marshall
• The Whys and Hows of Database Streaming - Joy Gao (QCon 2019)

DATABASES - TIDB

• TiDB: Distributed, scalable Hybrid Transactional and Analytical Processing (HTAP) SQL database - PingCAP

DATABASES - TIME SERIES DATABASES

• Time Series Database Lectures (Fall 2017) - Carnegie Mellon University Database Group

DATABASES - TIMESCALEDB

• Time Series Database Lectures #6 - Mike Freedman (TimescaleDB) @ Carnegie Mellon Database Group
• TimescaleDB: Fast And Scalable Timeseries - Ajay Kulkarni and Mike Freedman

DESIGN

• Philip VanDusen
  • 10 Ways to Learn Graphic Design for FREE - How To Learn Design Without Spending a Dime
• The Futur
  • Curriculum for Self Taught Designers - What You Need to Learn
  • How You Can Learn Design Without School
• Satori Graphics

DESIGN - GRAPHIC DESIGN

• 6 Golden Rules Of Layout Design You MUST OBEY - Satori Graphics
• Graphic Design - GCFLearnFree.org

DESIGN - LOGOS

• Visual Identities: More Than Just A Logo | Sagi Haviv (TEDxPenn)
• What Makes A Logo Great & Iconic? w/ Sagi Haviv - The Futur

DESIGN - PODCASTS

• 99% Invisible - Roman Mars
• Jake & Jonathan
• Let's Make Mistakes - Mike Monteiro & Jessie Char

DESIGN - WEB DESIGN

• Dribbble: Show & tell for designers
• SpeckyBoy
• 25 Beautiful & Clean Web Design Examples
• Web Fundamentals: Best practices for great multi-device web experiences (Google)
• Web Fundamentals: Optimizing Performance (Google)

DESIGN - WEB DESIGN - BRACKETS CODE EDITOR

• Brackets code editor: Brackets.io & Github

DESIGN - WEB DESIGN - RESPONSIVE DESIGN & PROGRESSIVE ENHANCEMENT

• Adaptive Web Design - Aaron Gustafson
• Future-Friendly Resources
• Responsive Web Design, Mobile First and Progressive enhancement in action - Leonado Lenase (ScotlandJS 2012)
• Browser Versions Are Dead
• Luke Wroblewski blogs & presentations

DESIGN - WEB DESIGN - USER INTERFACE (UI)

• Dribble
• Learn UI Design Blog - Erik D. Kennedy
• Flat UI Colors

DESIGN - WEB DESIGN - USER EXPERIENCE (UX)

• User experience mapping for dummies - Alice Emma Walker
• UX Mapping Methods Compared: A Cheat Sheet - Sarah Gibbons
• User flow is the new wireframe - Alexander Handley
• 7 Free and Open Source Wireframe Tools to Optimize User Experience - Kelsie Anderson

DEVOPS

• Network Chuck
• Building Evolutionary Infrastructure - Kief Morris (GOTO 2019)
• Observability: Superpowers for Developers - Christine Yen (StrangeLoop 2019)
• BOSH
• Capistrano
• Heroku | Tddium
• Puppet
• Ruby-Toolbox - Deployment Automation
• Ruby-Toolbox - Systems Integration
• LinuxAcademy.com (mostly non-free but offers some free courses)
• Acquiring DevOps Skills - Pavel Suchman (DevCon TLV 2014)
• Configuration Management ROI - Evgeny Zislis (DevCon TLV 2014)
• Continuous Deployment - Matt White (MountainWest RubyConf 2012)
• FutureStack conference videos: 14 | 13

DEVOPS - ANSIBLE

• Ansible - Your First Step Into Server Provisioning - Ben Turner (Ruby Australia 2014)

DEVOPS - API GATEWAYS

• Communication Patterns API Gateway Event Driven Microservices - Chris Richardson
• API Gateway to Service Mesh: Navigating a Changing Landscape - Zhamak Dehghani

DEVOPS - API GATEWAYS - KONG

• API Gateway Pattern & Kong in a Microservices World - Marco Palladino, Mashape (MesosCon 2017)

DEVOPS - API GATEWAYS - AMBASSADOR

• Website | Blog | Gitter
• Building Ambassador, an Open Source API Gateway on Kubernetes and Envoy - Richard Li (Datawire)
• Envoy as an API Gateway in Kubernetes - envoyproxy.io

DEVOPS - AWS (AMAZON WEB SERVICES)

DEVOPS - AWS (AMAZON WEB SERVICES) - KUBERNETES / EKS

• Getting Started with Amazon EKS
• Amazon EKS Workshop
• eksctl - Official CLI for Amazon EKS: eksctl.io | Github
• aws-iam-authenticator: tool to use AWS IAM credentials to authenticate to a Kubernetes cluster
• Specifying Sensitive Data - AWS
• Deep Dive on Amazon EKS - Brandon Chavis & Eswar Bala (AWS re:Invent 2018)
• Run Kubernetes with Amazon EKS - Bob Wise (AWS New York Summit 2018)
• Introducing Amazon EKS - Brandon Chavis (AWS re:Invent 2017)
• Run Kubernetes with Amazon EKS - Bob Wise (AWS New York Summit 2018)
• Running a High-Performance Kubernetes Cluster with Amazon EKS - Nathan Peck & Yekesa Kosuru (AWS re:Invent 2018)
• Amazon Elastic Container Service for Kubernetes - Christoph Kassen (DevDay 2018
• Running Kubernetes with Amazon EKS - AWS Online Tech Talks
• Mastering Kubernetes on AWS - Yaniv Donenfeld & Karl D'Adamo (AWS re:Invent 2018)
• Deep Dive Into Amazon EKS - (AWS re:Invent 2017)
• AWS Workshop for Kubernetes - AWS
• kubernetes-aws.io

DEVOPS - AWS (AMAZON WEB SERVICES) - PODCASTS

• AWS Podcast
• AWS re:Invent 2017
• AWS TechChat

DEVOPS - AWS (AMAZON WEB SERVICES) - RDS (RELATIONAL DATABASE SERVICE)

• Getting Started with Managed Database Services on AWS - September 2016 Webinar Series
• Getting Started with Amazon Aurora (AWS re:Invent 2017) | Deep Dive on the Amazon Aurora MySQL-compatible Edition (AWS re:Invent 2017
• Deep Dive on Amazon Relational Database Service (RDS) - Brian Welcker (AWS re:Invent 2017)
• Announcing Amazon Aurora with PostgreSQL Compatibility - January 2017 AWS Onlin
• Using Performance Insights to Analyze Performance of Amazon Aurora PostgreSQL

DEVOPS - AWS (AMAZON WEB SERVICES) - REDSHIFT

• Amazon Redshift Tutorial: AWS Tutorial for Beginners - Edureka

DEVOPS - AZURE (MICROSOFT)

• Azure: Videos

DEVOPS - AZURE (MICROSOFT) - KUBERNETES (AKS)

• AKS (Azure Kubernetes Service): Webpage | Learning Path | Documentation | Downloadable PDF | Videos | CLI
• Application Gateway Ingress Controller - Azure
• AKS Engine: easiest way to provision a self-managed Kubernetes cluster on Azure | Docs | Tutorial | FAQ

DEVOPS - BACKUPS

DEVOPS - BACKUPS - RESTIC

• Restic: Github.io | Documentation | Github
• How to configure Backblaze B2 with Restic on Linux - Roderick (Backblaze)
• My backup software of choice: restic - Jan-Piet Mens

DEVOPS - BALLERINA

• Ballerina.io: Cloud-native programming language | Github
• Ballerina Microservices Programming Language: Introducing the Latest Release and "Ballerina Central" - Tyler Jewell

DEVOPS - BLOGS & PODCASTS

• The Cloudcast - Aaron Delp & Brian Gracely
• Cloud Native in 15 Minutes - Pivotal
• Cloudscape Podcast
• Datanauts (data center infrastructure)
• DevOps and Docker Talk - Bret Fisher
• Dockercast
• Full Stack Journey
• JAX
• The New Stack
• Weekly Show (Networking Technology)

DEVOPS - CEPH

• Ceph
• Cephadm
• Deploying a new Ceph cluster
• Orchestrator API
• How Ceph Stores Data - 45 Drives
• 45 Drives: Ceph & Its Components | More Ceph videos
• Storage and Ceph: Bare metal and Kubernetes Cluster - Bruno Dzogovic

DEVOPS - CEPH - ROOK.IO

• Rook.io: Open-Source, Cloud-Native Storage for Kubernetes: Rook.io | Docs | Github | Helm chart to install Rook
• Cassandra: CRD | Quickstart
• Ceph storage: CRDs | Quickstart | Ceph tools
• CockroachDB: CRD | Quickstart
• NFS share: CRD | Quickstart
• YugabyteDB: CRD | Quickstart

DEVOPS - CHAOS MONKEY, ETC

• Principles of Chaos
• Awesome Chaos Engineering
• Precision Chaos - Aaron Blohowiak (O'Reilly Velocity San Jose 2017)
• ChAP: Chaos Automation Platform - Netflix
• Chaos Engineering - Netflix
• Simian Army & Quick start guide
• Chaos Monkey
• Chaos Community Google group
• Conformity Monkey
• Janitor Monkey
• AWS outage: How Netflix weathered the storm by preparing for the worst - Nick Heath

DEVOPS - CHEF

• Chef
• Chef Community
• Chef Docs & Chef docs organized differently
• Chef - Cookbooks, Opscode
• Chef - Cookbooks, Community
• UsingChef.com - Weekly Newsletter
• Chef - Recipe DSL
• Chef - Resources and Providers Reference
• Chef videos from Opscode
• Learn Chef
• Using Ruby to Automate Your Life - Seth Vargo (Ruby Australia 2014)
• Testing Your Automation: TTD for Chef Cookbooks - Nathen Harvey (BigRuby 2013)
• Five Things You Didn't Know About Chef

DEVOPS - CHEF - BERKSHELF

• Berkshelf

DEVOPS - CHEF - CHEF-DK

• Chef-dk (Chef Development Kit)

DEVOPS - CHEF - CHEF_SOLO

• The Eight-fingered Chef by Jason Garber - MadisonRuby 2013

DEVOPS - CHEF - COOKBOOKS

• chef-jenkins
• chef-rbenv
• chef-rvm
• chef-user

DEVOPS - CHEF - KNIFE

• Knife docs
• knife-server

DEVOPS - CHEF - LIBRARIAN

• librarian-chef
• "What do I do with my own cookbooks (when using Librarian)?"

DEVOPS - CHEF - TEST-KITCHEN

• test-kitchen

DEVOPS - CLOUD

• Awesome Cloud Native - Jimmy Song
• Cloud Native Interactive Landscape (CNCF)
• CNCF Webinars

DEVOPS - COLOCATION

• Colocation Is Better Than Owning Your Own Data Center. Or Is It? - Packet Pushers
• Colocation Datacenters Introduction - Eli the Computer Guy
• The different types of data centers: Colocation, Enterprise, & Carrier Hotel - HawkPodcast 23 (content starts 14 minutes in)

DEVOPS - CONTINUOUS DEPLOYMENT

• Continuous Deployment at Facebook Scale - Boris Grubic & Fangfei Zhou, Facebook (Systems @Scale 2019)

DEVOPS - COREOS (RED HAT)

• CoreOS
• Getting Started With With CoreOS
• CoreOS Fleet
• CoreOS rkt

DEVOPS - DOCKER

• Docker docs:
  • User Guide
  • Documentation & Installation
  • Docker Container Networks
  • Docker Engine
  • Docker Swarm
  • Docker Compose
  • Docker Hub
  • Docker Machine
  • Docker Cloud
• Docker Self-Paced Training videos
• Docker tutorial videos - Scott Turnbull
• KataCoda (interactive browser-based labs, courses, & playgrounds)
• Docker Tutorials: 1: Installing Docker | 2: Docker Run Basics | 3: Fun With Volumes | 4: More Run With Extra Goodies | 5: Basic Networking | 6: Dockerfiles (Part 1) | 7: Dockerfiles (Part 2) | 8: Troubleshooting with Sysdig | 9: Docker Machine | 10: Docker Compose | 11: Docker Swarm | 12: Kitematic | 13: Getting Started with experimental Docker Networking | Full List
• Awesome Docker - curated resources
• Docker for Data Scientists - Michelangelo D'Agostino (Strata 2016)
• DockerCon 2015
• Docker 101: Introduction to Docker - Andrew T. Baker (PyCon 2015) & Demystifying Docker - Andrew T. Baker (PyCon 2015)
• The Docker Book - James Turnbull
• Docker Cheat Sheet
• Docker Youtube channel
• Docs.Docker.com
• Docker Tutorials - DarkZebra
• Docker Overview - Rimantas Mocevicius: Part 1 | Part 2
• Intro to Docker - Amjith Ramanujam (PyCon 2014)
• Docker and the Future of Modern Software - Solomon Hyke (FutureStack14)
• Container Hacks and Fun Images - Jess Frazelle (DockerConf 2015) | Jess Frazelle's .dockerfunc
• Containerized Ruby Applications with Docker - Laura Frank (RubyConf 2014)
• Shipping Ruby Apps with Docker - Bryan Helmkamp (RedDot Ruby 2014
• Build Your Own Shipyard - Andreas Tiefenthaler (Kod.io 2014)
• Dockerising a Rails App - Graeme Mathieson
• Docker's Youtube channel
• Developing Ruby Applications With Docker - Laura Frank (ArrrrCamp 2015)
• Immutable Infrastructure with Docker and EC2 - Michael Bryzek (Gilt) (DockerCon 2014)
• 3 hours to Docker fundamentals: Jumpstart your Docker knowledge
• Be a happier developer with Docker: Tricks of the trade - Nicola Paolucci
• Pachyderm.io (MapReduce without Hadoop using a git-like distributed file system and Dockerized MapReduce) & Github
• Docker isn’t just for deployment - Ben Dixon (RailsConf 2015)

DEVOPS - DOCKER - CONFIGURATION

• The Challenges of Container Configuration - Gareth Rushgrove (Craft Conference 2016) & slides

DEVOPS - DOCKER - DIVE

• Dive: tool for exploring a docker image, layer contents, and discovering ways to shrink your Docker image size (Alex Goodman)

DEVOPS - DOCKER - MICROCONTAINERS

• Demystifying Containers - Sascha Grunert: Part I: Kernel Space | Part II: Container Runtimes | Part III: Container Images
• Microcontainers – Tiny, Portable Docker Containers - Iron.io
• How to Build Slim Docker Images Fast - Simon Hawe
• Uber tiny Docker images for all the things (Ruby, Elixir, Python, etc.) - Iron.io
• LinuxKit: Toolkit for building secure, portable and lean operating systems for containers

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION

• Compose
• Sebastien Goasguen: Intro to Docker Compose Tool for Multi-Container Applications | Docker Volumes and Networks with Compose | How to Use Docker Machine to Create a Swarm Cluster | Using Docker Swarm to Create an Overlay Network
• Dacker Ruby gem
• Tools Built on Top of The Docker API - Vassili Van Der Mersch

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION - CENTURION

• Centurion - NewRelic

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION - COMPOSE & SWARM

• Docker 1.12 Release Candidate 2
• Introducing the Docker for AWS and Azure Beta - Michael Friis
• Compose - Docker
• Sebastien Goasguen: Intro to Docker Compose Tool for Multi-Container Applications | Docker Volumes and Networks with Compose
• Webinar Recording: Docker Compose: Simplifying Container Automation - Shawn Powers & Nathan Bank
• How To Install Wordpress and PhpMyAdmin with Docker Compose on Ubuntu 14.04 - DigitalOcean
• Use Docker Swarm with a data persistence layer - Jonas Rosland
• How To Configure a Continuous Integration Testing Environment with Docker and Docker Compose on Ubuntu 14.04 - Pablo Chico de Guzmán
• Docker Compose & Networking - Mano Marks
• Docker Compose Files Version 2
• Docker Swarm Part 1: Overview | Part 2: Discovery | Part 3: Scheduling | Part 4: High Availability | Part 5: Networking | Part 6: Volumes
• Docker Swarm: Create and Join Node | Setting up HA | Set up TLS | Container Rescheduling
• Docker swarm cluster in AWS - Rafael Benevides
• From Local Docker Development to Production Deployments - Jérôme Petazzoni (AWS re:Invent 2015)

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION - MESOS

• Mesos - Apache

DEVOPS - DOCKER - NETWORKING

• Networking for Docker Containers (a Primer) - Fernando Sanchez: Part I | Part 2

DEVOPS - DOCKER - OSX

• Installation
• Docker Machine

DEVOPS - DOCKER - POSTGRESQL

• Official Postgres Docker repo

DEVOPS - DOCKER - REMOTE API

• Docker Remote API
• Docker-api Ruby gem

DEVOPS - DOCKER - VIDEOS

• DockerCon: 2017 | 2016 | 2015
• ContainerSummit.io: 2016 New York | San Francisco 2015
• Youtube
• Confreaks
• DockerCon Online Meetup 2015
• DockerCon EU 2015
• DockerCon & Co

DEVOPS - DOCKER - VOLUMES

• Understanding Volumes in Docker - Adrian Mouat
• Manage Data in Containers

DEVOPS - DOKKU

• Dokku: Github | website | documentation
• One-click install-and-deploy Dokku on DigitalOcean
• Make Your Own Heroku with Dokku and DigitalOcean - Roger Stringer
• Create Your Own Heroku Using Dokku-alt on DigitalOcean - Samudra Harapan Bekti
• Deploying Dokku to DigitalOcean for excellent deploying goodness - Pam Selle
• Running Dokku on Digital Ocean - Henrik Nyh

DEVOPS - DRONE.IO

• Drone.io | Try It | Docs

DEVOPS - DUCKTAPE

• Ducktape: Distributed System Integration & Performance Testing Library - Confluent

DEVOPS - FLUXCD

• FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You? - Rafael Portela et al.
• CI/CD Tooling, Which is best for you? - Mobilise

DEVOPS - GITLAB

• Gitlab.com

DEVOPS - GOCD

• GoCD - Continuous Delivery server: GoCD.org | Github

DEVOPS - GOOGLE CLOUD

• Gcloud: Overview | Solutions | Compute Concepts | SDK Concepts | Reference | Compute How-Tos | SDK How-Tos
• Google Cloud Codelabs
• Take5 | Platform Essentials
• Coursera - Google Cloud
• Getting Started With GCloud SDK: Joaquin Menchaca Part 1 & Part 2
• gcp gcloud cheat sheet - Victor Yang
• QwikLabs.com: We give you temporary credentials to Google Cloud Platform and Amazon Web Services, so you can learn the cloud using the real thing | Google.qwiklabs.com
• Training - Google Cloud
• Hipster Shop: Cloud-Native Microservices Demo Application - Google Cloud
• Developing Applications with Google Cloud Platform Specialization - Coursera
• Secrets Management - Google Cloud
• Janakiram MSV: Configuring Kubernetes Cluster Federation to Create a Global Deployment | Deploy a Multicluster Ingress on Google Kubernetes Engine
• Creating and Starting a VM Instance
• Setting up Jenkins on Kubernetes Engine

DEVOPS - GOOGLE CLOUD - FILESTORE

• Cloud Filestore: Managed file storage for apps requiring filesystem interface and shared filesystem for data

DEVOPS - GOOGLE CLOUD - HEALTHCARE

• Healthcare & Life Sciences Solutions
• Healthcare API

DEVOPS - GOOGLE CLOUD - KUBERNETES (GKE)

• Kubernetes Engine | Docs
• Starting with Kubernetes Engine: Developer-friendly Deployment Strategies (Cloud Next '18)
• Cloud Next '18 videos
• Using Google-managed SSL certificates
• Continuous Delivery Pipelines with Spinnaker and Google Kubernetes Engine
• Continuous Deployment to Kubernetes Engine using Jenkins
• Jenkins on Kubernetes Engine
• Setting up Jenkins on Kubernetes Engine
• Configuring Jenkins for Kubernetes Engine
• Getting Started With Google Kubernetes Engine - Google Cloud (Coursera)
• Container management and deployment: from development to production - Kelsey Hightower (Google Cloud Next '17)
• Kelsey Hightower's Best Live Demo Yet - Kelsey Hightower (Cloud Next '18)
• Google Container Engine - The easiest way to use containers in production - Robert Bailey and Chen Goldberg (Google Cloud Next '17)
• Kubernetes 101 Workshop: Deploying a Simple Web App onto Kubernetes - Sarah Zelechoski
• Kubernetes tutorial for beginners - Basit Mustafa
• Kubernetes Deconstructed: Understanding Kubernetes by Breaking It Down - Carson Anderson | Unabridged version: Kubernetes for the basic user
• Kubernetes and Google Container Engine - Aparna Sinha and Kelsey Hightower (Google Cloud Next '17)
• Local Persistent Volumes for Kubernetes Goes Beta

DEVOPS - GOOGLE CLOUD - KUBERNETES (GKE) - SECURITY

• Exploring container security: Use your own keys to protect your data on GKE

DEVOPS - GOOGLE CLOUD - PODCASTS

• Google Cloud Platform Podcast

DEVOPS - GOOGLE CLOUD - SECURITY

• Stay in control of your security with new product enhancements in Google Cloud - Google
• Best practices for Identity and Access Management on Compute Engine - Eric Bahna (Google Cloud Next '17)

DEVOPS - GOOGLE CLOUD - SERVICES

• All Products
• CDN (Content Delivery Network)
• Cloud SDK
• Container Builder
• Container Registry
• DNS
• Kubernetes | Pricing | Quickstart | Tutorials | Deploying a containerized web application
• Load Balancing
• PostgreSQL | Concepts | How-Tos | APIs | Resources | Pricing
• Security Scanner
• Source Code Repository
• Stackdriver (Monitoring, Logging, Diagnostics)
• VPC (Virtual Private Cloud)

DEVOPS - GVISOR

• gVisor: sandboxed container runtime compatible with Docker & Kubernetes - Google

DEVOPS - ISTIO

• Istio: Open Platform to Connect, Manage, and Secure Microservices | Docs | Blog | News | Github | Twitter
• IstioCon 2021 Workshop: Using Istio - Lee Calcote & Abishek Kumar
• Practical Istio - (DockerCon 19)
• Bookinfo (Istio Demo) Application
• Exploring Istio by Example - Matthew Casperson
• istio-operator
• [The Future is Istio - Jason Smith (GOTO 2018)]https://www.youtube.com/watch?v=sTqISgCgd9M()
• Tutorial: Using Istio - Lee Calcote & Girish Ranganathan (KubeCon + CloudNativeCon 2018)
• Distributed Microservices Metrics and Tracing with Istio and OpenCensus – Sandeep Dinesh (GDG DevFest Ukraine 2018)
• Ray Tsang: Reducing Microservices Architecture Complexity with Istio & Kubernetes (SpringOne Platform 2018) & Making Microservices Micro With Istio & Kubernetes
• Istio - The Packet's-Eye View - Matt Turner (KubeCon + CloudNativeCon 2018) & Life of a Packet Through Istio - Matt Turner (Devoxx Belgium 2018)
• Kubernetes and Istio Service Mesh Demo Show - Jimmy Song & kubernetes-vagrant-centos-cluster (Github)
• Service Mesh in Practice - Kasun Indrasiri & David Munro (BallerinaCon 2018)
• How to Gain Insights from Istio by Leveraging Tools Like Prometheus, Jaeger, and Cortex - Neeraj Poddar
• Introduction to Service Management with Istio Service Mesh - David Munro (Cloud Next '18)
• The next evolution of microservices patterns with Istio Mesh - Christian Posta (JBCNConf 2018)
• Istio: Defense in Depth for Modern Production Environments - Samrat Ray & Tao Li (Cloud Next 2018)
• Istio 1.0.x Workshop - RedHat OpenShift
• Istio on Kubernetes: Enter the Service Mesh - Burr Sutter & Istio Tutorial - Redhat
• Istio - Weaving the Service Mesh - Louis Ryan (QCon San Francisco 2017)
• Better Canary Deploys with Kubernetes and Istio - Jason Yee (Devoxx Belgium 2018)
• Making Microservices Micro with Istio Service Mesh - Ray Tsang (Devox Belgium 2017)
• Microservices in the Cloud with Kubernetes and Istio - Sandeep Dinesh (Google I/O '18)
• Istio 101: Open Source Service Mesh for Microservices! - Sandeep Dinesh (2017)
• Getting Started with Istio on Amazon EKS - Arun Gupta
• Stop reinventing the wheel with Istio - Mete Atamel: Devoxx UK 2018 & NDC { Oslo } 2018
• Service Mesh: What, Why, And How? - Flynn (DevOpsDays Boston 2017)
• Making Microservices Micro with Istio Service Mesh - Ray Tsang (Devox Belgium 2017)
• Istio: Canaries and Kubernetes, Microservices and Service Mesh - Burr Sutter (DevNation Live) | Slides

DEVOPS - ISTIO - AWS

• Getting Started with Istio on Amazon EKS - Arun Gupta

DEVOPS - ISTIO - DATADOG

• Datadog Istio integration | Monitor your Istio service mesh with Datadog - David Lentz

DEVOPS - ISTIO - ENVOY

• Lyft's Envoy: Embracing a Service Mesh - Matt Klein (QCon NY 2018)
• Envoy Internals Deep Dive (Advanced Skill Level) - Matt Klein (KubeCon Europe 2018)

DEVOPS - ISTIO - FLAGGER

• Flagger: Istio and App Mesh progressive delivery Kubernetes operator - Weaveworks: Docs | Github | Flagger.app
• Automated canary deployments with Flagger and Istio - Stefan Prodan

DEVOPS - ISTIO - GKE

• Istio - Google Cloud
• Traffic Director & Envoy-Based L7 ILB for Production-Grade Service Mesh & Istio - Mike Columbus & Prajakta Joshi (Cloud Next '19)
• The Service Mesh Era: Istio blog post series | Advanced application deployments and traffic management with Istio on GKE | Securing your environment with Istio | Demo: Intro to Istio Security
• Hello Istio Codelab (With Google Kubernetes) - Google
• Mistake that cost thousands (Kubernetes, GKE) - Gajus Kuizinas
• Istio 101 (1.0) on GKE | Istio 101 (0.8.0) on GKE - Mete Atamel (Google)
• ProductCatalog Canary Deployment (GKE / Istio)

DEVOPS - ISTIO - KIALI

• Kiali: Service Mesh Observability: Kiali.io | Getting started | Docs | API
• kiali-operator

DEVOPS - ISTIO - MULTICLUSTER

• Multicluster
• To Multicluster, or Not to Multicluster: Inter-Cluster Communication Using a Service Mesh - Andrew Jenkins

DEVOPS - ISTIO - ROUTING

• Incremental Istio Part 1, Traffic Management - Sandeep Parikh

DEVOPS - KUBERNETES

• Kubernetes: Docs | Kubernetes API | Blog | Github
  • Concepts
    • Overview
    • Cluster Architecture
      • Nodes
      • Control Plane-Node Communication
      • Controllers
      • Cloud Controller Manager
    • Containers
      • Images
      • Container Environment
      • Runtime Class
      • Container Lifecycle Hooks
    • Workloads
      • Pods
      • Controllers
    • Services, Load Balancing, and Networking
      • Service
      • Service Topology
      • DNS for Services and Pods
      • Connecting Applications with Services
      • Endpoint Slices
      • Ingress
      • Ingress Controllers
      • Network Policies
      • Adding Entries to Pod /etc/hosts with HostAliases
      • IPv4/IPv6 Dual Stack
    • Storage
      • Volumes
      • Persistent Volumes
      • Volume Snapshots
      • CSI Volume Cloning
      • Storage Classes
      • Volume Snapshot Classes
      • Dynamic Volume Provisioning
      • Storage Capacity
      • Ephemeral Volumes
      • Node-Specific Volume Limits
    • Configuration
      • Config Best Practices
      • ConfigMaps
      • Secrets
      • Managing Resources for Containers
      • Pod Overhead
      • Organizing Cluster Access Using kubeconfig Files
      • Pod Priority and Preemption
    • Security
      • Overview of Cloud Native Security
      • Pod Security Standards
    • Policies
      • Limit Ranges
      • Resource Quotas
      • Pod Security Policies
    • Scheduling and Eviction
      • Kubernetes Scheduler
      • Taints and Tolerations
      • Assigning Pods to Nodes
      • Resource Bin Packing for Extended Resources
      • Eviction Policy
      • Scheduling Framework
      • Scheduler Performance Tuning
    • Cluster Administration
      • Certificates
      • Managing Resources
      • Cluster Networking
      • Logging Architecture
      • Metrics for Kubernetes System Components
      • Certificates
      • System Logs
      • Configuring Kubelet Garbage Collection
      • Proxies
      • API Priority and Fairness
      • Installing Add-ons
    • Extending Kubernetes
      • Extending Your Kubernetes Cluster
      • Extending the Kubernetes API
      • Compute, Storage, and Networking Extensions
      • Operator Pattern
      • Service Catalog
    • Tasks
      • Install Tools
      • Administer a Cluster
        • Administration With Kubeadm
        • Manage Memory, CPU, and API Resources
        • Install a Network Policy Provider
        • Access Clusters Using the Kubernetes API
        • Access Services Running on Clusters
        • Advertise Extended Resources for a Node
        • Autoscale the DNS Service in a Cluster
        • Change the default StorageClass
        • Change the Reclaim Policy of a PersistentVolume
        • Cloud Controller Manager Administration
        • Cluster Management
        • Configure Out of Resource Handling
        • Configure Quotas for API Objects
        • Control CPU Management Policies on the Node
        • Control Topology Management Policies on a node
        • Customizing DNS Service
        • Debugging DNS Resolution
        • Declare Network Policy
        • Developing Cloud Controller Manager
        • Enabling EndpointSlices
        • Enabling Service Topology
        • Encrypting Secret Data at Rest
        • Guaranteed Scheduling For Critical Add-On Pods
        • IP Masquerade Agent User Guide
        • Limit Storage Consumption
        • Namespaces Walkthrough
        • Operating etcd clusters for Kubernetes
        • Reconfigure a Node's Kubelet in a Live Cluster
        • Reserve Compute Resources for System Daemons
        • Safely Drain a Node while Respecting the PodDisruptionBudget
        • Securing a Cluster
        • Set Kubelet parameters via a config file
        • Set up High-Availability Kubernetes Masters
        • Share a Cluster with Namespaces
        • Using a KMS provider for data encryption
        • Using CoreDNS for Service Discovery
        • Using NodeLocal DNSCache in Kubernetes clusters
        • Using sysctls in a Kubernetes Cluster
      • Configure Pods and Containers
        • Assign Memory Resources to Containers and Pods
        • Assign CPU Resources to Containers and Pods
        • Configure GMSA for Windows Pods and Containers
        • Configure RunAsUserName for Windows Pods and Containers
        • Configure Quality of Service for Pods
        • Assign Extended Resources to a Container
        • Configure a Pod to Use a Volume for Storage
        • Configure a Pod to Use a PersistentVolume for Storage
        • Configure a Pod to Use a Projected Volume for Storage
        • Configure a Security Context for a Pod or Container
        • Configure Service Accounts for Pods
        • Pull an Image from a Private Registry
        • Configure Liveness, Readiness and Startup Probes
        • Assign Pods to Nodes
        • Assign Pods to Nodes using Node Affinity
        • Configure Pod Initialization
        • Attach Handlers to Container Lifecycle Events
        • Configure a Pod to Use a ConfigMap
        • Share Process Namespace between Containers in a Pod
        • Create static Pods
        • Translate a Docker Compose File to Kubernetes Resources
      • Manage Kubernetes Objects
        • Declarative Management of Kubernetes Objects Using Configuration Files
        • Declarative Management of Kubernetes Objects Using Kustomize
        • Managing Kubernetes Objects Using Imperative Commands
        • Imperative Management of Kubernetes Objects Using Configuration Files
        • Update API Objects in Place Using kubectl patch
      • Manage Secrets
        • Managing Secrets using kubectl
        • Managing Secrets using Configuration File
        • Managing Secrets using Kustomize
      • Inject Data Into Applications
        • Define a Command and Arguments for a Container
        • Define Dependent Environment Variables
        • Define Environment Variables for a Container
        • Expose Pod Information to Containers Through Environment Variables
        • Expose Pod Information to Containers Through Files
        • Distribute Credentials Securely Using Secrets
        • Inject Information into Pods Using a PodPreset
      • Run Applications
        • Run a Stateless Application Using a Deployment
        • Run a Single-Instance Stateful Application
        • Run a Replicated Stateful Application
        • Scale a StatefulSet
        • Delete a StatefulSet
        • Force Delete StatefulSet Pods
        • Horizontal Pod Autoscaler
        • Horizontal Pod Autoscaler Walkthrough
        • Specifying a Disruption Budget for your Application
      • Run Jobs
        • Running Automated Tasks with a CronJob
        • Parallel Processing using Expansions
        • Coarse Parallel Processing Using a Work Queue
        • Fine Parallel Processing Using a Work Queue
      • Access Applications in a Cluster
        • Web UI (Dashboard)
        • Accessing Clusters
        • Configure Access to Multiple Clusters
        • Use Port Forwarding to Access Applications in a Cluster
        • Use a Service to Access an Application in a Cluster
        • Connect a Front End to a Back End Using a Service
        • Create an External Load Balancer
        • List All Container Images Running in a Cluster
        • Set up Ingress on Minikube with the NGINX Ingress Controller
        • Communicate Between Containers in the Same Pod Using a Shared Volume
        • Configure DNS for a Cluster
      • Monitoring, Logging, and Debugging
        • Application Introspection and Debugging
        • Auditing
        • Debug a StatefulSet
        • Debug Init Containers
        • Debug Pods and ReplicationControllers
        • Debug Running Pods
        • Debug Services
        • Debugging Kubernetes nodes with crictl
        • Determine the Reason for Pod Failure
        • Developing and debugging services locally
        • Events in Stackdriver
        • Get a Shell to a Running Container
        • Logging Using Elasticsearch and Kibana
        • Logging Using Stackdriver
        • Monitor Node Health
        • Resource metrics pipeline
        • Tools for Monitoring Resources
        • Troubleshoot Applications
        • Troubleshoot Clusters
        • Troubleshooting
      • Extend Kubernetes
      • TLS
        • Configure Certificate Rotation for the Kubelet
        • Manage TLS Certificates in a Cluster
        • Manual Rotation of CA Certificates
      • Manage Cluster Daemons
        • Perform a Rolling Update on a DaemonSet
        • Perform a Rollback on a DaemonSet
      • Service Catalog
      • Networking
      • Extend Kubectl With Plugins
      • Manage HugePages
      • Schedule GPUs
    • Tutorials
      • Kubernetes Basics
      • Configure Redis Using a ConfigMap
      • Exposing an External IP Address to Access an Application in a Cluster
      • Example: Deploying PHP Guestbook Application With Redis
      • StatefulSet Basics
      • Example: WordPress and MySQL With Persistent Volumes
      • Example: Deploying Cassandra With StatefulSets
      • Running Zookeeper, A CP Distributed System
      • Restrict a Container's Access to Resources With AppArmor
      • Restrict a Container's Syscalls with SecComp
      • Using Source IP
    • Reference
      • Glossary
      • Using the Kubernetes API
      • Accessing the API
      • API v 1.19
      • Well-Known Labels, Annotations, and Taints
      • Kubeadm
      • Feature Gates
      • Kubelet
      • Kubectl CLI
        • Kubectl Overview
        • JSONPath Support
        • Kubectl Command
        • Kubectl Cheatsheet
        • Kubectl Commands
        • Kubectl for Docker Users
        • Kubectl Usage Conventions
      • Scheduling
        • Scheduling Policies
        • Scheduler Configuration
• Kubernetes Tutorial for Beginners - Full Course in 4 Hours - TechWorld with Nana
• TechWorld with Nana: Kubernetes Architecture explained | Kubernetes Tutorial 15 & Complete Application Deployment using Kubernetes Components | Kubernetes Tutorial 20
• Kubernetes — What Is It, What Problems Does It Solve and How Does It Compare With Alternatives? - Srikanth Koraveni
• Kubernetes Patterns - Bilgin Ibryam and Roland Huß (PDF)
• Kubernetes Basics - Brendon Burns (Microsoft)
• kubernetes-doc-pdf
• Kubernetes Design Principles: Understand the Why - Saad Ali (KubeCon North America 2018)
• 70 Best Kubernetes Tutorials - AquaSec
• Dissecting Kubernetes (K8s) - An Intro to Main Components - Joshua Sheppard
• Kubernetes Design Principles: Understand the Why - Saad Ali (KubeCon + CloudNativeCon 2018)
• Kubernetes in About 45 Minutes - Philip Lombardi (DevOpsDays Boston 2017)
• 9 Steps to Awesome With Kubernetes - Burr Sutter (3 hours, Devoxx Belgium 2018): Video | Slides | Code
• Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating Containers - Rinor Maloku
• Kubernetes Best Practices - Sandeep Dinesh (Google)
• Kubernetes: Container Orchestration and Micro-Services - Alexander Mohr (University of Washington)
• Awesome-Kubernetes
• Kubernetes Youtube channel
• Kubernetes By Example - OpenShift
• Infrastructure in the New World of Containers: What are your options? - Austen Novis (DevOpsDays Boston 2018
• Kubernetes the Hard Way - Kelsey Hightower & Kubernetes the Easy Way - James Ward
• Kubernetes Failure Stories & Github
• Kubernetes in Real Life - Ian Crosby (GOTO Conference 2017)
• Troubleshooting & Debugging Microservices in Kubernetes - Ray Tsang & Robert Kubis (GOTO 2018)
• The ins and outs of networking in Google Container Engine and Kubernetes - Tim Hockin and Michael Rubin (Google Cloud Next '17)
• Kubernetes Webinars - Janakiram & Associates
• Running Kubernetes in Production - Zalendo Tech & Kubernetes on AWS @Zalando - David Aronchick
• Kubernetes 101 for Developers - Ross Kukulinski
• KataCoda (interactive browser-based labs, courses, & playgrounds)
• Kubernetes in production - blue-green deployment, auto scaling and deployment automation - Paul Bakker (Devoxx UK 2016)
• Chick-Fil-A: Milking the Most out of 1000's of K8s Clusters - Caleb Hurd & Brian Chambers (QCon NYC 2018)

DEVOPS - KUBERNETES - ARGO

• Argo: Open source Kubernetes native workflows, events, CI and CD | Github
• Argo CD: Website | Github
• Introduction to Argo CD : Kubernetes DevOps CI/CD - Marcel Dempers
• GitOps at Scale with Jenkins and Argo CD on Kubernetes - Mukulika Kapas & Deepthi Panthula

DEVOPS - KUBERNETES - BEST PRACTICES

• Validating Kubernetes YAML for best practice and policies - Amit Saha
• Kubeval
• Kube-score
• Config-lint
• Copper
• Conftest
• Polaris

DEVOPS - KUBERNETES - BRIGADE

• Brigade: Event-based Scripting for Kubernetes (Microsoft): Website | Docs | Github
• Kashti: Brigade pipeline dashboard: Github
• Brigade: Scripting Container Workflows on Kubernetes - Radu Matei (CNCF webinar)

DEVOPS - KUBERNETES - CHAOS ENGINEERING

• Kube-monkey: implementation of Netflix's Chaos Monkey for Kubernetes clusters
• PowerfulSeal: adds chaos to your Kubernetes clusters, so that you can detect problems

DEVOPS - KUBERNETES - CONFIG MAPS & SECRETS

• ConfigMap and Secret as Volume Types - TechWorld with Nana

DEVOPS - KUBERNETES - CONTAINERIZATION

• Containers From Scratch - Liz Rice (GOTO 2018)
• Containers From Scratch: The Sequel - Liz Rice (Container Camp)
• Building Small Containers: Kubernetes Best Practices - Sandeep Dinesh (Google)

DEVOPS - KUBERNETES - CONTAINERIZATION - LXD (LINUX CONTAINERS)

• LXD Containers: Getting Started

DEVOPS - KUBERNETES - CONTOUR

• Contour: Kubernetes ingress controller using Lyft's Envoy proxy - Heptio
• Contour: Advanced Ingress with Envoy - Josh Rosso
• TGI Kubernetes 056: Heptio Contour and IngressRoute - Joe Beda

DEVOPS - KUBERNETES - CROSSPLANE

• Crossplane.io: Manage any infrastructure your applications need directly from Kubernetes | Github

DEVOPS - KUBERNETES - DEPLOYMENT

• Kafka Operator: Managing and Operating Kafka Clusters in Kubernetes [A] - Nenad Bogojevic
• Lessons learned form Kafka in production Tim Berglund (2017)

DEVOPS - KUBERNETES - DISTROLESS

• Distroless: Language-focused Docker images, minus the operating system (Google Container Tools)

DEVOPS - KUBERNETES - DRAFT

• Draft - Streamlined Kubernetes Development: Draft.sh | Quickstart | Examples & Tutorials | Advanced Setup | Github

DEVOPS - KUBERNETES - EKS (AWS)

See DEVOPS - AWS (AMAZON WEB SERVICES) - KUBERNETES / EKS

DEVOPS - KUBERNETES - GARDEN

• Garden: Development orchestrator for Kubernetes, containers and functions: Garden.io | Github

DEVOPS - KUBERNETES - GATEKEEPER

• Gatekeeper: Policy Controller for Kubernetes

DEVOPS - KUBERNETES - GKE (GOOGLE CLOUD)

See DEVOPS - GOOGLE CLOUD - KUBERNETES

DEVOPS - KUBERNETES - HARBOR

• Intro to Harbor - Alex Xu & Steven Ren (KubeCon Europe 2020)
• Harbor: Manage and serve container images in a secure environment
• Intro: Harbor - James Zabala & Henry Zhang (KubeCon + CloudNativeCon Seattle 2018)

DEVOPS - KUBERNETES - HELM

• Helm (package manager for Kubernetes): Website | docs | Github | Twitter
• What is Helm in Kubernetes? Helm and Helm Charts explained | Kubernetes Tutorial 23 - TechWorld with Nana
• Making the Most of Helm 3 - Dan Garfield & Anna Baker
• Deep Dive into Helm - Scott Rigby & Paul Czarkowski
• Hands-On Helm - Jessica Deen
• Intro: Helm - Matt Farina (KubeCon + CloudNativeCon Seattle 2018)
• Helm 101: Tame the chaos of your Kubernetes apps with Helm charts - Sahdev Zala et al.
• Continuous Delivery for Kubernetes Apps with Helm & ChartMuseum - Josh Dolitsky & Stef Arnold
• Deep Dive: Helm - Matt Butcher & Adam Reese (KubeCon + CloudNativeCon Seattle 2018)
• Helm your way with Kubernetes - ANA MIHĂLCEANU (Voxxed Days 201)
• Configure RBAC In Your Kubernetes Cluster: Enable Helm in Your Cluster - Bitnami
• Helm - the Better Way to Deploy on Kubernetes - Reinhard Nägele (Codemotion Amsterdam 2018) & Github repo
• Building an Application Catalog with Helm and Kubernetes - Rajashree Mandaogane and Jason Greathouse (Rancher Labs)
• Your First Microservice with Kubernetes, Helm Charts, and Redis - Dan Garfield (RedisConf 2018) | Github code
• Optimising Kubernetes deployments with Helm - Erwin de Gier (Devoxx Belgium 2018)
• Continuous Delivery to Kubernetes with Jenkins and Helm - David Currie (INDEX San Francisco)
• Helm Chart Patterns - Vic Iglesias (KubeCon)
• Building an Application Catalog with Helm and Kubernetes - Rajashree Mandaogane & Jason Greathouse (Rancher Labs 2018)
• Automating Kubernetes deployments with Helm and Gitlab CI - Peter Rossbach
• Running MySQL on Kubernetes - Patrick M. Galbraith (KubeCon + CloudNativeCon 2018)

DEVOPS - KUBERNETES - HELM - CHART MUSEUM

• ChartMuseum.com | Github

DEVOPS - KUBERNETES - HELM - CHARTS

• Artifact Hub & Helm Hub
• KubeApps.com (Helm charts)
• Awesome-Helm
• Chart Museum
• CockroachDB
• CouchDB
• Dask
• Docker Registry
• Gitlab
• Grafana
• Graphite
• JanusGraph
• Jenkins
• JMeter
• Kafka (Bitnami)
• Kafka (incubator)
• Kafka Manager
• Kibana
• Kong
• Kubernetes Dashboard
• Kubernetes Operational View
• Kubernetes Vault
• Kubewatch
• Memcached
• MongoDB
• MySQL
• Neo4J
• Nginx Ingress (see also Nginx on Docker Hub)
• PostgreSQL
• PGAdmin
• Prometheus
• RabbitMQ
• Redis
• Schema Registry
• Selenium
• Spark
• Spinnaker
• Vault
• Zeppelin

DEVOPS - KUBERNETES - HELM - MONOCULAR

• Monocular: Search-and-discovery UI for helm chart repos (Github)

DEVOPS - KUBERNETES - HELM - PLUGINS

• Helm Plugins Guide
• Awesome-Helm plugin list
• Chart-testing
• Helm-diff
• Helm-secrets

DEVOPS - KUBERNETES - HELM - SHIP

• Ship - A better way to deploy Kubernetes Helm charts: Replicated.com/Ship | Github
• Stop Forking Helm Charts, an Intro to Replicated Ship - Marc Campbell (K8s, Kustomize & Ship SF Meetup)

DEVOPS - KUBERNETES - INGRESS CONTROLLERS

• Kubernetes Ingress Tutorial for Beginners | simply explained | Kubernetes Tutorial 22 - TechWorld with Nana
• Intro to Ingress - Josh Rosso
• NGINX Ingress Controller - kubernetes.github.io

DEVOPS - KUBERNETES - ISTIO

See DEVOPS - ISTIO.IO

DEVOPS - KUBERNETES - JAEGER

• Jaeger Operator for Kubernetes
• Getting started with Jaeger to build an Istio service mesh - Daniel Oh
• Intro: Jaeger - Yuri Shkuro (Uber) & Pavol Loffay (Red Hat) (KubeCon + CloudNativeCon 2018 North America)

DEVOPS - KUBERNETES - JENKINSX

• Jenkins-X.io | Docs

DEVOPS - KUBERNETES - KANIKO

Kaniko: tool to build container images from a Dockerfile, inside a container or Kubernetes cluster - Google

DEVOPS - KUBERNETES - KTUNNEL

• ktunnel: CLI that exposes your local resources to Kubernetes

DEVOPS - KUBERNETES - KUBECTL

• kubectl: Cheatsheet | Overview
• Intro to Kubectl - John Harris
• App management docs: Apply | Secrets & Configmaps | Container Images | Namespaces & Names | Labels & Annotations | Field merge semantics
• Resource printing: Summarizing Resources | JSON or Yaml | Fields | Describe
• Boosting your kubectl productivity - Daniel Weibel

DEVOPS - KUBERNETES - KUBECTX

• kubectx - Switch between Kubernetes contexts/namespaces

DEVOPS - KUBERNETES - KUSTOMIZE (NOW PART OF KUBECTL)

• Kustomize: Github | Kustomize.io | Workflows | Glossary | JSON patches | Annotated examples
• Organizing the YAML mess with Kustomize - Florian Assmus (ContainerDays Hamburg 2019) | Code examples - Base | Code examples - Deployment
• Declarative Management of Kubernetes Objects Using Kustomize - Kubernetes.io
• Kubernetes: Change base YAML config for different environments prod/test using Kustomize - Kim Wuestkamp
• Intro to Kustomize - Nick Chase: Part 1: Creating a Kubernetes app out of multiple pieces | Part 2: Overriding values with overlays
• Kustomize: Kubernetes Configuration Management, The Easy Way - Pieter Vincken
• Kustomize Examples | More Kustomize Examples | Kustomize Reference
• Kustomize - The right way to do templating in Kubernetes - Kevin Davin
• Mithil Shah: Kubernetes Kustomize – YAML Configuration Management & Kubernetes Kustomize for Multiple Environments
• Kustomize: Deploy Your App with Template Free YAML - Ryan Cox, Lyft
• TGI Kubernetes 072: Kustomize and friends - Joe Beda
• Kustomize: Kubernetes Configuration Customization - Jeff Regan (K8s, Kustomize & Ship SF Meetup)

DEVOPS - KUBERNETES - LOGGING

• Stern: Multi-pod & container log tailing for Kubernetes
• Kail: Kubernetes tail
• Kubetail: Bash script to tail Kubernetes logs from multiple pods

DEVOPS - KUBERNETES - LONGHORN

• Longhorn (block storage for persistent disk): Github | Docs

DEVOPS - KUBERNETES - MICROK8S

• MicroK8s: Website | Github
• Learn Kubernetes with MicroK8s - Jamie Phillips (DevOps Knoxville, Jan 2020)

DEVOPS - KUBERNETES - MONITORING

• Kubernetes Dashboard
• Application Introspection & Debugging
• Kubernentes monitoring architecture

DEVOPS - KUBERNETES - NAMESPACES

• Kubernetes Namespaces Explained in 15 mins - TechWorld with Nana

DEVOPS - KUBERNETES - NETWORKING

• Kubernetes Networking Intro and Deep-Dive - Bowei Du & Tim Hockin (CNCF 2020)
• Everything You Need to Know About Kubernetes Networking - Projet Calico
• Deep dive into Kubernetes networking - Sreenivas Makam (Container Conference 2018)
• Organizing Kubernetes with Namespaces - Sandeep Dinesh (Kubernetes Best Practices)
• [Kubernetes Networking Master Class (Rancher Labs)]https://www.youtube.com/watch?v=GXq3FS8M_kw)
• Leveraging Kubernetes Services & DNS - Christopher Liljenstolpe

DEVOPS - KUBERNETES - NETWORKING - CALICO

• Getting started with Calico Network Policy in Kubernetes - Jessica Deen
• Calico Routing Modes - octetz

DEVOPS - KUBERNETES - OPERATORS

• OperatorHub.io
• Awesome Operators
• How to explain Kubernetes Operators in plain English - Kevin Casey
• Kubernetes Operators - Steven Acreman
• Operator Framework Github repos
• TGI Kubernetes 037: Operator Framework - Kris Nova

DEVOPS - KUBERNETES - OPERATORS - CASSANDRA

• CassKop - Orange Open Source
• cassandra-operator - instaclustr

DEVOPS - KUBERNETES - OPERATORS - ELASTICSEARCH

• Elastic Cloud

DEVOPS - KUBERNETES - OPERATORS - GITLAB

• Gitlab Operator

DEVOPS - KUBERNETES - OPERATORS - PROMETHEUS

• Prometheus Operator

DEVOPS - KUBERNETES - PERSISTENT VOLUMES

• Kubernetes Volumes explained | Persistent Volume, Persistent Volume Claim & Storage Class - TechWorld with Nana
• Using EBS and EFS as Persistent Volume in Kubernetes - Samson Gunalan
• Resizing Persistent Volumes using Kubernetes - Hemant Kumar

DEVOPS - KUBERNETES - PODCASTS

• PodCTL - Brian Gracely & Tyler Britten
• Kubernetes Podcast - Google

DEVOPS - KUBERNETES - ROLE-BASED ACCESS CONTROL (RBAC)

• Using RBAC Authorization - Kubernetes.io
• audit2rbac: Autogenerate RBAC policies based on Kubernetes audit logs - Jordan Liggitt
• Kubernetes Identity Management: Authentication - Marc Boorshtein
• Role Based Access Control (RBAC) with Kubernetes - School of DevOps
• Effective RBAC - Jordan Liggitt (KubeCon + CloudNativeCon North America 2017)
• Role-based access control (RBAC) policies in Kubernetes (CNCF)
• Configure RBAC In Your Kubernetes Cluster - Bitnami
• User Authentication and Authorization in Kubernetes - Neependra Khare
• Understanding (finally!) Role-based Access Control in Kubernetes - Javier J. Salmeron (Krakow Cloud Native)

DEVOPS - KUBERNETES - ROOK

• Rook (Github)
• Kubernetes - Getting Started With Rook - Tim Serewicz
• Intro: Rook - Jared Watts (KubeCon + CloudNativeCon Seattle 2018)

DEVOPS - KUBERNETES - SAMPLE APPS

• Kubernetes Examples - Kubernetes
• Sam's Robot Shop - Instana

DEVOPS - KUBERNETES - SECURITY

• Distroless: Language-focused Docker images, minus the operating system (truly minimal) - Google
• Kubeaudit (Shopify)
• kube-bench: checks whether Kubernetes is deployed securely by running the checks documented in the CIS Kubernetes Benchmark | Tech N’ Talk: Implementing CIS Kubernetes Security Benchmarks with Kube-Bench - Liz Rice
• kube-hunter: Hunt for security weaknesses in Kubernetes clusters - Aqua Security | aquasec.com
• 11 Ways (Not) to Get Hacked - Andrew Martin
• Top 9 Kubernetes Settings You Should Check to Optimize Security - Connor Gilbert
• Kubernetes Security Best Practices - Ian Lewis
• Building Container Images Securely on Kubernetes - Jessie Frazelle

DEVOPS - KUBERNETES - SERVICE CATALOG

• Service Catalog documentation on Kubernetes.io | Documentation on svc-cat.io | Install using Helm | Github
• Using Services Outside Kubernetes from Kubernetes with the Service Catalog - Ara Pulido, Bitnami

DEVOPS - KUBERNETES - SKAFFOLD

• Skaffold: Easy and Repeatable Kubernetes Development: Github | Getting Started | How To | Concepts | Tutorials
• Skaffold: happy Kubernetes workflows - Ahmet Alp Balkan
• Skaffold on Google Kubernetes Engine

DEVOPS - KUBERNETES - STATEFULSET

• StatefulSet simply explained - TechWorld With Nana

DEVOPS - KUBERNETES - STERN

• Stern: Multi pod and container log tailing for Kubernetes

DEVOPS - KUBERNETES - TELEPRESENCE

• Telepresence: Debug your Kubernetes service locally, using your favorite debugging tools

DEVOPS - KUBERNETES - TILT

• Tilt.dev: manages local development instances for teams that deploy to Kubernetes | Github

DEVOPS - KUBERNETES - TRAEFIK

• Traefik: Docs | Website | Github
• Traefik Workshop: Getting Started with Traefik - Jakub Hajek
• Traefik Crash Course - Architecture, L7 & L4 Proxying, Weighted Round Robin, Enabling TLS 1.2/1.3 - Hussein Nasser
• How to Use the Open Source Tool Traefik to Direct Kubernetes Traffic - Lee Carpenter
• Traefik Proxy v2.0 Docker Basic Tutorial - Christian Martins
• How to Install Traefik 2 on Raspberry Pi - DB Tech
• Escaping Big Tech With Traefik 2.0 - WP Engine - Chris Wiegman

DEVOPS - KUBERNETES - UPGRADING

• How to upgrade a Kubernetes cluster

DEVOPS - KUBERNETES - VIDEOS

• KubeCon + CloudNativeCon 2019 Barcelona 2019 (343 videos)
• ContainerDays Hamburg 2019
• Kubernetes Day India 2019
• KubeCon + CloudNativeCon 2018 Seattle (345 videos)
• KubeCon + CloudNativeCon 2018 (51 videos)
• theCUBE - KubeCon Seattle 2018
• Skillsmatter.com
• TGI Kubernetes - Heptio & Code from every episode on Github
• KubeCon + CloudNativeCon China 2018
• ContainerDays Hamburg 2018
• KubeCon + CloudNativeCon 2018 - Copenhagen (354 videos!)
• CNCF (Cloud Native Computing Foundation) video playlists
• KubeCon + CloudNativeCon 2017 - Austin

DEVOPS - KUBERNETES - VS CODE (VISUAL STUDIO CODE)

• Build containerized microservices faster and ship with confidence using Visual Studio Code and GitHub - Nick Greenfield

DEVOPS - LOGGING

DEVOPS - LOGGING - ELK (Elasticsearch + Logstash + Kibana)

• My Elasticsearch resources
• My Logstash resources
• Elasticsearch, Logstash & Kibana - Kevin Kluge
• Using ElasticSearch, Logstash and Kibana to Create Realtime Dashboards - Alexander Reelsen
• Query Log Analysis – Using Logstash, ElasticSearch and Kibana - Niels Henrik Hagen
• Visualizing Logs Using ElasticSearch, Logstash and Kibana - Jeff Sogolov
• Setting up Elasticsearch, Kibana, and Logstash - Daniel Dreier & Logstash Cnfiguration Dissection

DEVOPS - LOGGING - ELK (Elasticsearch + Logstash + Kibana) - SHIELD (Non-free)

• Shield (non-free ELK security product)
• Shield documentation

DEVOPS - LOGGING - ELSA

• ELSA: Enterprise Log Search and Archive

DEVOPS - LOGGING - GRAYLOG2

• GrayLog2

DEVOPS - LOGGING - KIBANA

• Kibana documentation: Current | Older versions

DEVOPS - LOGGING - LOGSTASH

• Documentation: Current | 1.4.2
• Getting Started
• Logstash and Other Things - Jordan Sissel (PuppetConf 2012)
• More Logstash Awesome - Jordan Sissel (PuppetConf 2013)
• Logstash Presentation - Matthew Smith
• A Bit of Logstash Cooking
• Chef-logstash
• Logstash Google Forum
• Logstash Freenode IRC

DEVOPS - OBSERVABILITY

• Observability Infra Uber and Facebook - Yuri Shkuro & Michael Bevilacqua-Linn (Systems @Scale 2019)

DEVOPS - OPEN POLICY AGENT (OPA)

• OPA Deep Dive - Tim Hinrichs, Styra & Torin Sandall, Styra (KubeCon + CloudNativeCon 2019)
• Authorization in Micro Services World Kubernetes, ISTIO and Open Policy Agent (AppSecCali 2019)
• TGI Kubernetes 071: Exploring the Open Policy Agent (OPA) - Joe Beda
• Intro: Open Policy Agent - Torin Sandall (KubeCon & CloudNativeCon North America 2018)
• Deep Dive: Open Policy Agent - Torin Sandall (KubeCon & CloudNativeCon North America 2018)
• How Netflix Is Solving Authorization Across Their Cloud [I] - Manish Mehta & Torin Sandall

DEVOPS - NEWS

• The Register
• SiliconAngle

DEVOPS - OPEN CONTAINER INITIATIVE (OCI)

• Open Container Initiative (OCI)

DEVOPS - OPENSTACK

• OpenStack.org: Overview
• What is OpenStack?
• OpenStack on Youtube & OpenStack Channel
• Paris Summit 2014: Videos
• OpenStack Superuser magazine
• @OpenStack (Twitter)
• OpenStack blog
• Ubuntu on OpenStack

DEVOPS - PROMETHEUS

• Prometheus: Docs | Prometheus.io | Github
• Prometheus Helm chart

DEVOPS - PROMETHEUS - CORTEX

• Intro: Cortex - Tom Wilkie & Bryan Boreham (KubeCon + CloudNativeCon 2019)
• Deep Dive: Cortex - Tom Wilkie & Bryan Boreham (KubeCon + CloudNativeCon 2019)

DEVOPS - PROMETHEUS - GRAFANA

• Getting Started with Grafana Webinar - Marcus Olsson

DEVOPS - RELIABILITY

• Site Reliability Engineering: Measuring and Managing Reliability - Google Cloud (Coursera)
• Site Reliability Engineering - Google (editors: Betsy Beyer, Chris Jones, Jennifer Petoff, & Niall Richard Murphy)

DEVOPS - RKT

• Rkt: CLI for running application containers on Linux

DEVOPS - SERVERLESS

• Serverless NYC 2018
• The Problem is Data - Gwen Shapira (Serverless NYC 2018)
• Serverlessconf: Austin 2017 | NYC 2016

DEVOPS - SERVICE MESH

• The Service Mesh: What Every Software Engineer Needs to Know about the World's Most Over-Hyped Technology - William Morgan

DEVOPS - SPINNAKER.IO

• Spinnaker.io
• Spinnaker Summit 2018 conference videos
• Continuous Delivery With Spinnaker - Emily Burns et al. (PDF book)
• Using Kubernetes, Spinnaker and Istio to Manage a Multi-cloud Environment - Ameer Abbas (Cloud Next '18)

DEVOPS - STATEFUL SERVICES

• Stateful Service Design Considerations for the Kubernetes Stack - Jonas Bonér
• Building Scalable Stateful Services - Caitie McCaffrey (Curry On 2016) & Building Scalable Stateful Services - Caitie McCaffrey (StrangeLoop 2015)
• Kubernetes: A Detailed Example of Deployment of a Stateful Application - Srikanth Koraveni

DEVOPS - TEKTON

• Tekton: K8s-native Pipeline resource: Tutorial | Github | Tekton on Google Cloud | Roadmap | Dashboard

DEVOPS - TERRAFORM

• Terraform explained in 15 minutes - TechWorld with Nana
• Terraform course - freeCodeCamp.org (140 minutes)
• Developing Terraform Modules at Scale - HashiCorp
• Azure DevOps: Provision API Infrastructure using Terraform - Full Course - Les Jackson (125 minutes)
• DevOps Crash Course (Docker, Terraform, and Github Actions) - Traversy Media
• Devops Terraform Course | Automate your AWS Cloud Infrastructure | Intellipaat
• Terraform best practices with examples and arguments - Anton Babenko

DEVOPS - TITUS

• Titus (Netflix): Github | Documentation
• Titus, the Netflix container management platform, is now open source - Netflix Technology Blog

DEVOPS - VAGRANT

• Vagrant, Packer, Serf: Maximum Potency DevOps - Mitchell Hashimoto (Kod.io 2014)

DEVOPS - VIDEOS

• DevOpsDays Philly 2019
• DevOpsDays Boston 2019
• DevOpsDays Chicago 2019
• DevOpsDays Baltimore 2019
• [DevUp 2018](https://www.infoq.com/dev-up-2018/presentations/]
• DevOpsDays Boston 2018
• DevOpsDays New York 2018
• DevOpsDays Baltimore 2018
• DevOpsDays Philadelphia 2017
• DevOpsDays Seattle 2017
• DevOpsDays Chicago 2017
• DevOpsDays Salt Lake City 2017
• DevOpsDays Boston 2017
• DevOpsDays Rockies 2017
• DevOpsDays Boston 2016
• DevOpsDays Rockies 2016

DISTRIBUTED PROGRAMMING

• Why Are Distributed Systems so Hard? - Denise Yu (GOTO Chicago 2020) | (InfoQ)
• Distributed Systems in One Lesson - Tim Berglund (Devoxx Poland) | (Devoxx Poland 2017)
• What happened to distributed programming languages? - Heather Miller (Papers We Love Conference 2017)
• Distributed Systems and the End of the API - Chas Emerick & talk slides
• Distributed Systems and the End of the API - Chas Emerick & talk slides
• Readings in distributed systems - Christopher Meiklejohn
• Four Distributed Systems Architectural Patterns - Tim Berglund (Devoxx Poland 2017)
• Distributed Systems Safety Research - Jepsen.io | Consistency Models
• The Path Towards Simplifying Consistency in Distributed Systems - Caitie McCaffrey (DeconstructConf 2017)

DOCUMENTATION

• DevDocs.io - "combines multiple API documentations in a fast, organized, and searchable interface"
• ZealDocs - open-soure offline documentation browser
• Non-Official Zeal User Contributions Repository - Santiago Montoya A. (in Zeal -> Tools -> Docsets, click "Add Feed," then paste in the link to the .xml file in this repo that you're interested in)

DOCUMENTATION - DRAW.IO

• Draw.io: About | Draw (online) | Draw (offline)
• Creating different types of flowcharts with draw.io - Draw.io

DOWNTIME

• Ruby-Toolbox - Maintenance Mode
• Zero Downtime Deploys Made Easy - Matt Duncan (RubyConf 2012)
• Zero downtime deploys for Rails apps - Pedro Belo (RailsConf 2012) using Heroku, Unicorn and HAProxy

EDTECH

EDTECH - NEWS

• Education News - New York Business Journal

EDTECH - PODCASTS

• Check This Out
• EdChat Radio
• EdSurge Podcast
• EdTech Bites
• EdTechNOW
• EDTech Podcast - Bill O’Donnel
• The Edtech Podcast - Sophie Bailey
• EdTech Rewind
• EdTech Situation Room
• EdTech Take Out
• EdTech Times
• EduAllStars
• Edupreneur Podcast
• EDUtalk
• Elite Edupreneurs
• Explore Like a Pirate
• Google Teacher Tribe
• House of EdTech - Christopher J. Nesi
• re:Learning (Chronicle.com)
• Speed of Creativity
• Stanford Innovation Lab (defunct)
• TeacherCast
• Techlandia
• Tech. Learn. Coffee.
• TED Talks Education
• TOSAs Talking Tech
• Wired Educator

ELECTRON

• Electron: "Build cross platform desktop apps with web technologies"

ELIXIR

• Moved to Elixir.markdown (because Github was truncating this page)

ELM

• Moved to Elm.markdown (because Github was truncating this page)

EMACS

• Emacs Reference Card
• Emacs Manual: PDF | HTML - 1 page | HTML - page-per-node | compressed Postscript

EMACS - EMACS LISP

• Emacs Lisp Guide - Chris Done
• Intro to Programming in Emacs Lisp - Robert J. Chassell

EMACS - MAGIT

• Magit User Manual: PDF
• Magit-Popup User Manual - Jonas Bernoulli: main page | PDF
• Visual Walk-through with screenshots
• Screencasts
• Magit: Git in Emacs - Jason Milkins (Grumpy Gits SG)
• Youtube screencasts
• Wiki
• Forum
• Cheatsheet
• Magit Reference Card

EMERGING TECHNOLOGIES

• ThoughtWorks Technology Radar

ERLANG

• Moved to Elixir.markdown#erlang (because Github was truncating this page)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES

• Moved to EventSourcing.markdown (because Github was truncating this page)

EXERCISE

• 50 Bodyweight Exercises You Can Do Anywhere - Laura Schwecherl
• 10-minute home toning workout - NHS.uk
• Slide show: Exercises to improve your core strength - Mayo Clinic
• Top 25 At-Home Exercises - AceFitness.org

FINANCE

• Intro to Computational Finance and Financial Econometrics - Eric Zivot (University of Washington)
• Topics in Mathematics With Applications in Finance (MIT)

FONTS & TYPOGRAPHY

• Awesome Font and Typography Resources for Web Designers - Steven Snell

FONTS & TYPOGRAPHY - FONT AWESOME

• Font Awesome: Homepage | (Free) icon search | Free icon cheatsheet | Using SCSS | (Non-free) icon search

FUNCTIONAL PROGRAMMING

• Science of Functional Programming - Sergei Winitzki
• Practical Functional Programming - Jeremy Fairbank (Lambda Squared 2018) | Slides (from 2019 version of same talk)
• FP to the Max - John De Goes (Fun(c) 2018.7)
• Introduction to FP Using Haskell - Tony Morris (λC 2018): Part 1 | Part 2
• Plain Functional Programming - Martin Odersky (Devoxx Belgium 2017)
• Why Isn't Functional Programming the Norm? – Richard Feldman (Clojutre 2019)
• (Un)learning Elixir - Randall Thomas (CodeBEAM SF 2020)
• An introduction to functional programming - Mary Rose Cook
• What Is Functional Programming? - Kris Jenkins
• Functional Programming Patterns for Mere Mortals - Daniel Chambers (NDC {Sydney} 2017)
• Functional Programming in 40 Minutes - Russ Olsen (GOTO 2018)
• How to get away with functional programming in frontend applications - Gabriele Petronella (Lambda.World 2018)
• A developer's guide to introducing a functional language at work - Robert Kluin (OScon Portland 2018)
• How to Get Started With Functional Programming - Julia Gao (StrangeLoop 2016)
• What does it mean when code is “easy to reason about”? - Preethi Kasireddy
• Why Programmers Need Limits - Charles Scalfani
• So You Want to be a Functional Programmer - Charles Scalfani: Part 1 | Part 2 | Part 3 | Part 4 | Part 5 | Part 6
• Awesome Functional Programming [Links]- Denis Stoyanov
• Functional Programming and Functional Thinking - Tony Morris
• Point-Free or Die - Tacit Programming in Haskell and Beyond - Amar Shah
• Refactoring to Immutability - Kevlin Henney (NDC {London} 2018)
• Designing with Capabilities - Scott Wlaschin
• Thirteen ways of looking at a Turtle - Scott Wlaschin (NDC {London} 2017)
• Selfish Purity: How Functional Programming Makes Every-Day Jobs Easier - Daniel Spiewak (Jfokus 2015)
• What is functional programming? - Kris Jenkins
• Why Bother With FP? - Tomek Borek (Lambda Days 2015)
• Currying vs Partial Application - Dave Atchley
• An Invitation to Functional Programming - Rúnar Bjarnason (Lambda Days 2015)
• Functional Programming from First Principles - Erik Meijer (goto; conference)
• Why I Like Functional Programming - Adelbert Chang (LambdaConf 2015)
• Modeling your domain - Norbert Wojtowicz (Lambda Days 2016)
• Functional Design Patterns - Scott Wlaschin
• Functional programming design patterns - Scott Wlaschin (New Developers Conference London 2014
• F# for Fun and Profit: "I hope to open your mind to the joys of functional programming" - Scott Wlaschin
• Changing the Unchangeable: The Hows and Whys of Immutable Data Structures - Brad Urani (RubyConf 2015)
• Carefully Composing Logic: Functional JavaScript - Brad Urani (JS.la 2015)
• Professor Frisby's Mostly Adequate Guide to Functional Programming: Webpage | Online | PDF | ePUB | MOBI | Videos
• A purely functional approach to building large applications - Noel Markham (Lambda Days 2015)
• Functional programming patterns for the non-mathematician - Brian Lonsdorf (FluentConf 2014)
• A Million Ways to Fold in JS - Brian Lonsdorf (Forward Summit 2015)
• An Introduction to Functional Programming - Andrew Smith & Noah Sluss (Code School)
• Functional Programming: The Failure of State - Robert C. Martin (NDC 2014)
• Don't fear the monad - Brian Beckman
• Improving your Web App with Functional Object-Oriented Design - Brad Urani
• Things That Matter - Bruce Tate (Lambda Days 2016)
• Lambda Days: 2016 | 2015
• (Updated) Functional Principles for OO Devs (Ordina 2015): Part 1 & Part 2: Property-Based Testing for Better Code
• Functional Principles for OO Development - Jessica Kerr (GOTO Conference 2014) & (Ruby MidWest 2013)
• Functional Programming and Ruby - Pat Shaughnessy (GoRuCo 2013)
• Immutable Ruby - Michael Fairley (MountainWest RubyConf 2013)
• The Database as a Value - Rich Hickey: GOTO Chicago talk | Out of the Tar Pit - Ben Moseley & Peter Marks | QConn NY talk
• Why Functional Programming Matters - John Hughes: Video (Erlang Factory 2016) | PDF | Postscript | Chinese
• Functional Programming and Ruby - Pat Shaughnessy (BostonRB.org)
• Y Not? - Adventures in Functional Programming - Jim Weirich (ScotlandJS 2012) RubyConf 2012
• Functional Thinking - Neal Ford & OSCON 2013
• Simple and Elegant Rails Code with Functional Style - Attila Domokos (RailsConf 2013)
• Brian Lonsdorf: Functors | F-Algebras, Pt 1 | F-Algebras, Pt 2 | F-Algebras, Pt 3
• Truth About Types - Bartosz Milewski (Lambda Days 2016)
• Propositions as Types - Philip Wadler (Lambda Days 2016)
• C9 functional programming lectures - Dr. Ralf Lämmel
• Functional Programming From First Principles - Erik Meijer (GOTO Chicago 2012)

FUNCTIONAL PROGRAMMING - BLOGS

• 7 Sharp 9 (Dave Thomas)
• Brent -> [String]
• FunctionalWorks
• Lambda the Ultimate
• okmij.org

FUNCTIONAL PROGRAMMING - BOOKS

• Type Theory and Functional Programming - Simon Thompson | PDF
• Types and Programming Languages - Benjamin C. Pierce
• The Implementation of Functional Programming Languages - Simon Peyton Jones (1987)
• Implementing Lazy Functional Languages on Stock Hardware: The Spineless Tagless G-machine - Simon Peyton Jones (1992)
• Practical Foundations of Mathematics - Paul Taylor

FUNCTIONAL PROGRAMMING - CONFERENCE VIDEOS

• YOW! Lambda Jam: 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013
• LambdaDays: 2020 | 2019 | 2018
• LambdaConf (λC): 2019 | 2018 | 2017 | 2017 Winter Retreat | 2016 | 2015
• Lambda World: Cádiz 2019 | Cádiz 2018 | Seattle 2018 | 2017 | 2016 | 2015
• Curry On!
• YOW! Functional Programming
• Scale by the Bay 2017
• MoonConf 2016
• All the FP Talks at NDC Oslo 2016
• Curry On 2016
• Lambda Days (Erlang Solutions): 2017 | 2016 | 2015
• Compose Conference 2015
• Functional Works

FUNCTIONAL PROGRAMMING - DATA PIPELINES

• Basic Design in Functional Programming Languages - Tomasz Kowal (ElixirLive 2016)
• Data pipelines from zero to solid - Lars Albertsson (Jfokus 2016)
• Scalable real-time processing techniques - Lars Albertsson (SICS)
• Data pipelines - Lars Albertsson (NightHacking)

FUNCTIONAL PROGRAMMING - EXAMPLES

• Dissecting the Rabbit: RabbitMQ Internal Architecture - Alvaro Videla (Lambda Days 2015)

FUNCTIONAL PROGRAMMING - FUNCTIONAL REACTIVE PROGRAMMING (FRP)

• Reactive Summit: 2017 videos | 2016 videos
• Functional && Reactive - Preethi Kasireddy aka @iam_preethi (ReactEurope 2017)
• Functional Reactive Programming - Riccardo Terrell (Lambda Days 2016)
• Controlling Time and Space: Understanding the Many Formulations of FRP - Evan Czaplicki (StrangeLoop 2014)
• Observables Everywhere - Jeremy Foster (2016)
• Incremental computations and the web (OCaml) - Yaron Minsky (Jane Street)

FUNCTIONAL PROGRAMMING - HISTORY

• Keynote: Why Functional Programming Matters - John Hughes, Mary Sheeran (Lambda Days 2017)
• Some History of Functional Programming Languages - David Turner (Lambda Days 2017)

FUNCTIONAL PROGRAMMING - LAMBDA CALCULUS & CATEGORY THEORY

• Lambda? You Keep Using that Letter - Kevlin Henney (NDC {London} 2020)
• What is Applied Category Theory? - Tai-Danae Bradley
• Applied Category Theory - Brendan Fong & David I. Spivek (MIT) | Lectures | Invitation to Applied Category Theory (Book as PDF) | (Book on arXiv)
• Monads without talking about Monads - Lucamug
• Category Theory for Programmers - Bartosz Milewski: PDF (free... thank you, Bartosz!) | Online | Physical book | Youtube lectures
• Categories for the Working Hacker - Philip Wadler (Lambda Days 2018)
• Category Theory Overview - Bartosz Milewski (ACM UPM)
• Functors and Natural Transformations - Bartosz Milewski (ACM UPM)
• Crash Course in Category Theory - Bartosz Milewski (ScalaIO France 2017)
• A Pragmatic Introduction to Category Theory - Daniela Sfregola (Lambda.World 2017)
• Category Theory in Life - Eugenia Cheng (Lambda.World 2017
• Practical Lambda Calculus - Jonas Winje, Einar Høst (Lambda Days 2017)
• The Lambda Calculus, General Term Rewriting and Food Nutrition - Brian Beckman and Erik Meijer
• Category Theory: The essence of interface-based design - Erik Meijer (Foo Cafe 2015)
• Category Theory for the Working Hacker - Philip Wadler: InfoQ & Lambda.World 2016
• Cats Infographic - Rob Norris
• Introduction to Lambda Calculus - Henk Barendregt & Erik Barendsen (2000)
• Lecture Notes on the Lambda Calculus - Peter Selinger
• Intro to Lambda Calculus - Cristian Giumale
• Category Theory: The essence of interface-based design - Erik Meijer (goto; conference 2012)
• Fun With the Lambda Calculus - Corey Haines (goto; conference 2015)
• Lambda Calculus - Jim Grandpre (Code Genius)
• Lambda Calculus - Dustin Mulcahey (Hakka Labs)

FUNCTIONAL PROGRAMMING - MAYBE/OPTION, EITHER/RESULT

• Kyle J. Kress: Anatomy of Maybe — Part I: Introduction | Anatomy of Maybe — Part II: Functor

FUNCTIONAL PROGRAMMING - ML

• ML for the Working Programmer, 2nd Ed - Lawrence C. Paulson
• Programming in Standard ML ’97: A Tutorial Introduction - Stephen Gilmore
• Programming in Standard ML - Robert Harper

FUNCTIONAL PROGRAMMING - MONADS

• Functors, Applicatives, And Monads In Pictures - Aditya Y. Bhargava
• A Fistful of Monads (Learn You a Haskell)
• Monads, Haskell, and Elm: A Socratic Dialogue
• Understand Monads with this One Weird Trick - Andy Bartholomew
• All About Monads | PDF version
• The Monad Challenges - Doug Beardsley
• Monads Asking the Right Question - Pawel Szulc (LambdaConf 2015)
• Monadic Design Patterns for the Web - Greg Meredith

FUNCTIONAL PROGRAMMING - ON THE JVM

• ETA (Haskell-like language on the JVM): eta-lang.org | Tour of ETA | Github | Documentation

• Frega

FUNCTIONAL PROGRAMMING - PODCASTS

• FPCasts.com: list of FP podcasts
• Functional Design in Clojure
• FunctionalGeekery.com
• LambdaCast: SoundCloud & iTunes
• Thoughts on Functional Programming - Eric Normand

FUNCTIONAL PROGRAMMING - TYPES

• Types and Tests at The Gilded Rose - Richard Feldman (Elm in the Spring)
• Type theory in practice - Gabriel Habryn (Lambda Days 19)
• Parse, don’t validate - Alexis King
• No, dynamic type systems are not inherently more open - Alexis King
• Why Type Theory Matters - Thorsten Altenkirch (Lambda Days 2019)
• Typing the Untyped: Soundness in Gradual Type Systems - Ben Weissmann (great discussion of covariance, invariance, and contravariance)

FUNCTIONAL PROGRAMMING - VIDEOS

• Code Mesh: V 2020 | London 2018
• International Conference on Functional Programming (ICFP): 2018 | 2017 | 2016 | 2015
• Commercial Users of Functional Programming (CUFP): 2016 | 2015
• Compose Conference: 2017 | 2016
• Compose Conference Melbourne: 2017 | 2016
• Functional Conference (Bangalore): 2017 - FnConf2017 | 2016 - FnConf2016 | 2015 - FnConf2015 | 2014 - FnConf2014
• Lambda.World: 2018 Càdiz | 2018 Seattle | 2017 | 2016 | 2015
• LDN Functionals (Functional Works)
• All ICFP videos

GIT

• Official documentation
• Git Reference
• How to Use Git and GitHub - Caroline Buckey & Sarah Spikes (Udacity.com)
• Git from the inside out - Mary Rose Cook
• Real-World Git
• Pro Git PDF mobi ePub
• Atlassian: Getting Git Right | Getting Started | Tutorials | Collaborating | Advanced Git
• Wrapping Your Head Around Git - Paolo Perrotta (Garden City Ruby 2015)
• Git/Github open source training resources
• Knowledge is Power: Getting out of Trouble by Understanding Git • Steve Smith (GOTO 2019)
• Explain Git With D3 (interactive visual demos of Git commands)
• GitGuys.com
• Git talks - Confreaks.tv
• Git Immersion
• Git Ready
• Classy Git - Scott Chacon (RubyConf 2010)
• Git and GitHub Secrets - Zach Holman (Aloha Ruby Conf 2012)
• Git interactive cheatsheet
• Git cheatsheet
• Gitcasts.com Gitcasts on Blip.tv
• Git tutorial
• Git From the Bits Up - Tim Berglund
• Tig (Text-mode interface for Git)
• Hacker’s Guide to Git - Joseph Wynn
• Getting Git: Getting Effective Project Management - Scott Chacon (Scotland on Rails 2009)
• Git and GitHub Secrets by Zach Holman
• Introduction to Git - Scott Chacon (GitHub)
• Poking Git: Advanced Git Techniques - Andreia Gaita
• Advanced GIT for Developers - Lorna Jane Mitchell (Laracon EU 2015)
• Git in One Hour - Scott Chacon
• Git Happens - Jessica Kerr (@jessitron)
• grb - Git Remote Branch ruby gem
• Git from the Bottom Up
• Deliberate Git - Stephen Ball (SteelCityRuby 2013)
• Git Interactive Rebase, Squash, Amend and Other Ways of Rewriting History - Tute Costa
• Git: Checkout multiple branches at the same time
• Tracking method history in git & method_log Ruby gem
• Git From the Bits Up - Tim Berglund (Jfokus 2016)

GIT - GITHUB

• Help
• Github Cheat Sheet
• Developer docs
• gitsuggest: suggests Github repositories based on repositories you've shown interest in

GIT - GIT FLOW

• Git Flow Cheatsheet
• Git Flow Workflow
• Comparing Workflows - Atlassian
• A successful Git branching model - Vincent Driessen

GRAPHICS

GRAPHICS - GIMP

• GIMP | Tutorials | Docs - English | Docs

GRAPHICS - INKSCAPE

• Inkscape | Keyboard and mouse reference
• Inkscape Tutorial - Simon Andrews
• Inkscape Manual (2008)
• Inkscape: An Introduction
• Live Inkscape for Beginners Class (March 2020) - TroyTube

GRAPHICS - INKSCAPE - TUTORIALS

• Live Inkscape for Beginners Class - TroyTube (skip first 12 minutes or so)

GRAPHICS - KRITA

• Krita: Getting Started | User Manual (webpage) | User Manual (epub) | Tutorials & How-Tos | Reference Manual | General Concepts | FAQ | Resources | Index | Documentation
• Tutorial: a Comic page from A to Z with Krita - David Renoy

HAPPINESS

• The Science of Happiness - BerkeleyX: GG101x

HASKELL

• Haskell: main site | wiki | learning resources | tryhaskell.org | Hoogle (Haskell API search engine) | Hackage (Haskell package archive) | GHC user's guide | Tutorials | Haskell libraries
• 2018 NIL Haskell School - David Ogborn
• haskell-trainings - Google
• Fun never stops. Introduction to Haskell Programming language - Paul Szulc (Devoxx UK 2016)
• Learn Haskell in One Video - Derek Banas
• Intro to Functional Programming - Queensland FP Lab | Applied FP Course
• Hackr.io Haskell resources
• Type introduction illustrated for casual Haskellers - Takenobu T.
• Write You a Haskell: Building a modern functional compiler from first principles - Stephen Diehl
• Learn Haskell | Specific topics for Haskell users
• Happy Learn Haskell Tutorial - Julian Leviston
• PlanetHaskell
• Haskell Koans - Vancouver Haskell Meetup
• Modeling Data in Haskell for Beginners - Chris Allen (LambdaConf 2015)
• StackBuilers.com tutorials & Github
• Type Classes Vs the World - Edward Kmett (Boston Haskell 2015)
• An opinionated guide to Haskell in 2018 - Alexis King
• Reflecting on Haskell in 2017 - Stephen Diehl

HASKELL - BENEFITS

• Facebook’s New Spam-Killer Hints at the Future of Coding - Cade Metz (Wired)
• The Road to Running Haskell at Facebook Scale - Jon Coens (Code Mesh London 2015)
• Simon Peyton-Jones and John Hughes - It's Raining Haskell

HASKELL - BLOGS

• Bartosz Milewski's Programming Cafe
• Chris Done
• Haskell for All - Gabriel Gonzalez
• Haskell Weekly
• Neil Mitchell

HASKELL - BOOKS

• Learn You a Haskell for Great Good!
• Real World Haskell - Bryan O'Sullivan, Don Stewart, and John Goerzen
• Gentle Introduction to Haskell 98 - Paul Hudak, John Peterson & Joseph Fasel
• Haskell Programming From First Principles - Christopher Allen & Julie Moronuki [NON-FREE but excellent] | Exercises and notes for book "Haskell Programming from first principles" - Lukas Lehner | Git repo with PDFs of all follow-up resources mentioned in HaskellBook
• GHC User Guide: PDF | HTML
• Lazy Evaluation Illustrated for Haskell Divers - Takenobu T.
• Introduction to Haskell (lecture notes & code) - Noam Zilberstein (UPenn, Spring 2015)
• Parallel and Concurrent Programming in Haskell - Simon Marlow

HASKELL - CODE EXAMPLES

• Haskell Everywhere! - Todo apps in Haskell
• Finite-State Machines, Part 1: Modeling with Haskell Data Types - Oskar Wickström

HASKELL - CODE.WORLD

• Educational computer programming environment. By using a simple mathematical model for geometric shapes and transformations, you can create drawings, animations, and even single-player and multi-player video games! The programming language used is a variation of Haskell, but you can think of it as just talking to the computer using mathematics

HASKELL - COMPILERS

• G53CMP Compilers 2016/17 (University of Nottingham)

HASKELL - FREGE

• Github
• Frege: purely functional programming for the JVM - Dierk König

HASKELL - GRENADE

• Grenade: Practical Machine Learning in Haskell, aka "💣 Machine learning which might blow up in your face 💣"

HASKELL - HAKYLL

• Hakyll: Haskell library for generating static sites

HASKELL - HASURA

• Hasura: GraphQL Engine: blazing-fast GraphQL server that gives you instant, realtime GraphQL APIs over Postgres, with webhook triggers on database events, and remote schemas for business logicHasura.io | Github

HASKELL - HAXL

• HAXL: Haskell library that simplifies access to remote data, such as databases or web-based services
• Dropbox Hack Week: GraphQL Server in Haskell - Chad Austin | Datagraph code

HASKELL - HEDIS

• Hedis: Haskell client for the Redis datastore: Github | Hackage

HASKELL - PROPERTY-BASED TESTING

• How to specify it! A guide to writing properties of pure functions - John Hughes (LambdaDays 2020)

HASKELL - SEMANTIC

• Semantic: Parsing, analyzing, and comparing source code across many languages

HASKELL - SPOCK

• Spock: lightweight Haskell web framework inspired by Ruby's Sinatra: website | Github | tutorial
• Spock – Powerful Elegant Web Applications using Haskell - Alexander Thiemann (f(by)15)

HASKELL - VIDEOS

• LambdaConf 2018
• Haskell eXchange 2017
• Haskell Implementors' Workshop (HIW): 2017
• Haskell 2016 (Japan)
• Haskell Keynotes ZuriHac 2017
• Haskell video collection (InfoQ)
• Modeling Data in Haskell for Beginners - Chris Allen (LambdaConf 2015)
• Haskell is Not For Production and Other Tales - Katie Miller (Linux.conf.au 2016) | slides
• Introduction to Functional Programming - Erik Meijer
• Functional Programming Fundamentals - Erik Meijer & Youtube
• Haskell Basics - FunFunFunction #35
• Haskell Stack Mega-Tutorial - Christopher Allen
• A Practical Introduction to Haskell GADTs - Richard Eisenberg (LambdaConf 2015)
• A History of Haskell: Being Lazy With Class - Arthur Vard
• Adventure With Types in Haskell - Simon Peyton Jones: Lecture 1 | Lecture 2 | Lecture 3 | Lecture 4
• Classes, Jim, but not as we know them - Simon Peyton Jones (Microsoft Development Center Copenhagen TechTalk)
• Beginner's Guide to Exceptions in Haskell - Erin Swenson-Healey
• Fun with type functions - Simon Peyton Jones (Microsoft Development Center Copenhagen TechTalk)
• Haskell Amuse-Bouche - Mark Lentczner (GoogleTechTalks 2011)
• Many videos on Purescript & Haskell - kritzcreek
• Writing a Game in Haskell - Elise Huard
• A Year of Haskell - Justin Leitgeb (Lambda Days 2015)
• Haskell for Everyday Programmers - Venkat Subramaniam (Functional Conf Bangalore 2014) & code examples
• The Haskell Cast #2 - Don Stewart on Real World Haskell | #4 - Simon Marlow on Parallelism and Concurrency
• Haskell Talks: Erik Hinton, Programmer with New York Times: Part 1 | Part 2
• Developing Web Applications with Haskell - Alejandro Serrano (LambdaConf 2015)
• Exact Real Arithmetic in Haskell - Mitchell Riley (Brisbane Functional Programming Group, May 2015)

HIRING / INTERVIEWING

• Interviewing is a noisy prediction problem - Erik Bernhardsson
• How to Interview a Programmer - Bill Venners
• How to conduct a terrible programmer interview - acebureido
• How to conduct a good Programming Interview - Haoyi Li
• The Best Way to Hire Developers - Erik Dietrich
• The Software Engineer’s Guide to Interviewing Software Engineers - Chuck Groom
• A better way to interview software engineers - Zach Millman
• The Guerrilla Guide to Interviewing (version 3.0) - Joel Spolsky
• On Interviewing Programmers - Jeff Atwood
• Lessons from a year’s worth of hiring data - Aline Lerner
• Conduct the Perfect Job Interview in Twelve Simple Steps - Jeff Haden
• Here's Google's Secret to Hiring the Best People - Laszlo Bock
• How I ended up conducting the most successful technical interviews with a single question - Nicolas Bize
• A recruiter analyzed results from 3000 tech interviews to find the most successful candidate traits - Aline Lerner
• Hiring is Broken: What Do Developers Say About Technical Interviews? - Chris Parnin
• Tips for hiring great software engineers - Marcelo Park
• Why Brainteasers Don’t Belong in Job Interviews - Maria Konnikova
• On GPAs and Brainteasers: New Insights From Google On Recruiting and Hiring - Adam Bryant

HTTP

HTTP - AUTHENTICATION

• Token-based security in a REST API - Andy Balaam

HTTP - AUTHENTICATION - JAVASCRIPT WEB TOKENS (JWT)

• Introduction to JWT (JSON Web Token) - Securing apps & services - Tech CBT
• JWT.io
• JWT: The Complete Guide to JSON Web Tokens - Angular Security

HTTP - AUTHENTICATION - OAUTH2

• Illustrated Guide to OAuth and OpenID Connect - David Neal
• The Secrets of OAuth 2.0 - Aaron Parecki & Eric Johnson (GOTO 2020)
• What the Heck is OAuth? - Randall Degges
• OpenID Connect and OAuth 2 explained in under 10 minutes! - kubucation

HTTP - AUTHENTICATION - OPENID CONNECT (OIDC)

• OAuth 2.0 and OpenID Connect (in plain English) - OktaDev
• Securing Your APIs with OAuth 2.0 - OktaDev (API Days 2019)

HTTP - AUTHENTICATION - VAULT (SECRETS)

• Your Secret's Safe with Me. Securing Container Secrets with Vault - Liz Rice (HashiConf 2017)
• HashiCorp Vault Http API - Create and get secrets with curl - Mike Møller Nielsen
• Identity based SSH with Vault and Keycloak - Dishant Pandya: Part I | Part II
• Keycloak on Kubernetes

HTTP - HEADERS

• HTTP Headers for the Responsible Developer - Stefan Judis (GOTO 2019)
• Everything you need to know about HTTP security headers - Max Veytsman

HTTP - REST CLIENTS

• Postman
• Insomnia | Github
• rest-client
• SoapUI | Github
• Advanced REST client (Chrome)

HTML

HTML - BASICS

• HTML - Mozilla.org
• Constructing the Object Model - Ilya Grigorik

HTML - CORS

• HTML5 Security: Part 1 - Same Origin Policy Basics | Part 2 - postMessage Vulnerabilities | Part 3 - CORS

HTML - HAML

• Tutorial & Reference

HTML - IFRAMES

• HTML Iframes, iframe Tag With All Attributes Explained - PJ Codingschool
• IFrames in HTML for Code Reuse - Eli the Computer Guy

HTML - INDEXEDDB

• idb: IndexedDB, but with promises: Npmjs | Github
• IndexedDB - Javascript.info
• Using IndexedDB - MDN
• Working with Indexed DB - Google Chrome Developers
• Getting Started with indexedDB - All Things Javascript
• An empty database in every pocket - Phil Nash (Devoxx Poland 2017)

HTML - LOCALSTORAGE

• An Introduction to Local Storage with JavaScript - Zac Gordon

HTML - SLIM

• Slim: Github code + examples | API docs

HTML5

• HTML Crash Course for Absolute Beginners - Traversy Media
• Learn to Code HTML & CSS
• MarkSheet: Free HTML & CSS tutorial
• CodePen.io
• Smashing Magazine
• Dive into HTML 5 - Mark Pilgrim
• Mozilla MDN
• HTML5 Boilerplate
• HTML5 Doctor
• HTML5 Developer Conference
• HTML5 Please
• Build An HTML5 Website With A Responsive Layout - Traversy Media
• Web Development In 2017 - A Practical Guide - Traversy Media
• Web APIs You Probably Didn't Know Existed - Zeno Rocha (NEJS Conf 2016)
• Box shadows
• Can I Use?
• Datalists
• Transition timing functions

HTML5 - CANVAS

• HTML5 Canvas Animation With Javascript - Josh Robertson (MountainWest JavaScript 2014)
• A Rubyist's Guide to the Canvas API - H. Dean Hudson (CascadiaRuby 2012)
• Mozilla MDN

HTML5 - HYBRID APPS

HTML5 - HYBRID APPS - CAPACITOR

• Reimagining Cordova: Building Native Progressive Web Apps with Capacitor - Matt Netkow
• Running and Building Ionic Apps with Capacitor or Cordova (iOS and Android) - Brackets Academy
• Cordova vs Capacitor - An Early Experience Comparison

HTML5 - HYBRID APPS - CORDOVA

• Apache Cordova | Documentation | Getting Started
• Building a Native App with Angular and Cordova - Stephen Fluin
• Publish App (HTML/CSS/JS) code to Google Play Store using Cordova - Amit Shukla

HTML5 - HYBRID APPS - FRAMEWORK7

• How I created my First Android app using Framework7 and Cordova - Alapan: Part 1 | Part 2
• Tutorials
• Framework7 Tutorial - TutorialsPoint

HTML5 - INDEXED DB

• HTML5: How to Build Progressive Web Apps with Local Storage and IndexedDB - Brian Greig
• Working With IndexedDB - Raymond Camden - Part 1 Part 2 Part 3
• db.js (wrapper for IndexedDB)
• indexeddb-backbonejs-adapter
• Deep Dive into the HTML5 IndexedDB
• IndexedDB - Mozilla Developer Network
• Using the HTML5 IndexedDB API - Brian Stewart
• Quick Tip: Store Data in the Browser with IndexedDB - Martin Angelov
• Who Needs MySQL When There Is IndexedDB? - NewRelic
• How the browsers store IndexedDB data - Aaron Powell

HTML5 - INDEXED DB - LOVEFIELD

• Lovefield: A cross-browser, SQL-like, relational query engine for Web in pure JavaScript

HTML5 - PERFORMANCE

• High Performance in the Critical Rendering Path - Nicolas Bevacqua

HTML5 - PROGRESSIVE WEB APPS

• Progressive Web Apps Course - Google Chrome Developers
• Progressive Web Apps Training - Google Chrome Developers
• A Beginner’s Guide To Progressive Web Apps - Kevin Farrugia
• What are Progressive Web Apps? - Max Lynch
• Everything You Should Know About Progressive Web Apps - Danny Markov
• Building Progressive Web Apps Today - Thao Tran (Chrome Dev Summit 2016)
• Instant Loading: Building offline-first Progressive Web Apps - Google I/O 2016 - Jake Archibald
• [Your First Progressive Web App - Google](https://developers.google.com/web/fundamentals/getting-started/codelabs/your-first-pwapp/(
• The Building Blocks Of Progressive Web Apps - Ada Rose Edwards

HTML5 - SERVICEWORKERS

• Intro to Service Workers - Google Chrome Developers
• Going offline with Service Workers - Phil Nash
• How to Setup a Basic Service Worker (with Caching) - bitsofcode
• ServiceWorke.rs (Mozilla)
• Offline Web Applications Using IndexedDb & Service Worker - Google (Udacity)
• There is a client-side proxy (ServiceWorker) in your browser! - Ilya Grigorik (Velocity NYC 2015)

HTML5 - WEB SOCKETS

• Mozilla MDN
• Model-View-Websockets

HTML5 - WEB WORKERS

• Fundamentals of HTML5 Web Workers - Craig Shoemaker
• Using Web Workers (Mozilla MDN)
• JavaScript for Experienced Developers: Web Workers - Microsoft Virtual Academy

ICONS

• Font Awesome
• The Noun Project: Icons for Everything
• iconmonstr
• Behance

IDRIS

• Idris 2 - Type-driven Development of Idris - Edwin Brady (Curry On London! 2019)

INFLUXDB

• InfluxDB: Open-Source Time Series Database - Paul Dix (Data Driven NYC / FirstMark Capital)
• InfluxDB workshop - Paul Dix (Monitorama PDX 2014)
• Grafana workshop - Torkel Ödegaard (Monitorama PDX 2014)
• All Monitorama PDX 2014 talks

JAVA

JAVA - AMAZON CORRETTO

• No-cost, multiplatform, production-ready distribution of OpenJDK - AWS

JAVASCRIPT

• Moved to Javascript.markdown (because Github was truncating this page)

JEKYLL

• Jekyll: Main | Docs | Tips | Twitter | News | Talk | Github
• Jekyll Documentation - Tom Preston-Werner, Nick Quaranto, Parker Moore, et al
• Planet Jekyll
• Getting Started With Jekyll, The Static Site Generator - phpacademy
• JekyllConf

JOBS

• Angel.co
• RemoteOK.io (remote jobs)
• WorkFromHomeJobs.me

JSON

• jq: Lightweight & flexible command-line JSON processor
• Editing JSON with Visual Studio Code

JULIA

• 2 1/2 hour intro to Julia - Jane Herriman & Sacha Verweij (SciPy 2018)
• Julia: high-level, high-performance dynamic programming language for technical computing

KIDS

• Scratch
• Scratch Jr.
• Star Wars - Code.org
• Minecraft - Code.org
• Free kids courses - Pluralsight.com
• Pencilcode.net
• Free Code Camp
• Tynker (NOT FREE: Access to everything requires a paid subscription)
• Cool Coding Apps and Websites for Kids - CommonsenseMedia.org
• Coding for Kids: Free Websites That Teach Kids Programming

LEGAL

• ChooseALicense.com - Advice on selecting an open source license - Github
• Chart showing what each license allows and disallows - ChooseALicense.com & Github

LEARNING

• 10 Ways to Learn Faster - Siraj Raval
• Learning How to Learn - Drs. Barbara Oakley & Terrence Sejnowski (Coursera)
• Alison.com
• Carnegie Mellon Open Learning Initiative
• Code.org
• Codecademy.com
• Coursera.org
• Daniel Kahneman: "Thinking, Fast and Slow"
• EdX.org
• Khan Academy
• MIT OpenCourseware
• MOOC List
• National Programme on Technology Enhanced Learning (India)
• No Excuse List (The best place on the web to learn anything, free)
• OpenCulture.com list of free online courses
• Open HPI
• Open Yale courses
• Stanford Engineering Everywhere
• Stanford Online
• TED Talks
• TutsPlus (Non-free)
• UC Berkeley Class Central
• Udacity (Lectures are free)
• Udemy (Non-free)

LEARNING - CAREER

• Warren Buffett's 5/25 Rule Will Help You Focus On The Things That Matter - Art of Improvement

LINUX

• dotfiles.github.com
• Thoughtbot dotfiles
• Unixmen.com
• Cheat Sheet (Cheatography)
• LESS
• Linux SCP help

LINUX - AWK

• Awk in 20 Minutes - Fred T-H

LINUX - DEBIAN

• The Debian Administrator's Handbook - Raphaël Hertzog & Roland Mas & PDF

LINUX - COMMAND LINE

• Really Friendly Command Line Intro - Tracy Osborn
• TLDR Pages: Simplified and community-driven man pages: website | live demo | installation | PDF
• Watch command: execute program periodically, showing output fullscreen

LINUX - LOGICAL VOLUME MANAGEMENT (LVM)

• Chris Titus: LVM (Logical Volume Management) – Combine Physical Drives and more! | LVM: Logical Volume Management | Combining Drives Together

LINUX - NETWORKING

• Also see: NETWORKING

LINUX - NETWORKING - HAPROXY

• HAProxy Crash Course (TLS 1.3, HTTPS, HTTP/2 and more) - Hussein Nasser
• Scaling Websockets to Multiple Servers with HAProxy, Redis and Node JS - Group Chat Application - Hussein Nasser
• HAProxy Basics
  • SSL Termination in HAProxy
  • Logging in HAProxy
  • The Essentials of an HAProxy Configuration File
  • HAProxy Access Control Lists
  • Set up Let's Encrypt TLS Encryption using the HAProxy Kubernetes Ingress Controller
• How HAProxy acts as TCP Proxy & HTTP Proxy Layer 4 vs Layer 7 - Hussein Nasser
• HAProxyConf 2019 - Amsterdam
• Scaling and Securing WebSockets with HAProxy - Hussein Nasser
• Load Balance multiple RTMP Servers to Horizontally Scale Streaming (Node Media Server and HAProxy) - Hussein Nasser

LINUX - NETWORKING - LOAD BALANCING

• Load Balancing in Layer 4 vs Layer 7 with HAPROXY Examples - Hussein Nasser
• Load Balancer vs Reverse Proxy (Explained by Example) - Hussein Nasser
• Cloud Computing - Load Balancing - Eli the Computer Guy
• How load balancers work - System Design Interview knowledge - Success in Tech
• Katran Layer 4 Load Balancing at Facebook Engineering - Nitika Shirokov (Networking @Scale 2018)

LINUX - NETWORKING - NFTABLES

• Nftables as a simple router - Joe McEntire

LINUX - NETWORKING - PROXYING

• Layer 4 vs Layer 7 Proxying In Details Explained with Examples - Hussein Nasser

LINUX - NETWORKING - SOCAT

• Documentation (man page)
• HOWTO: Crafting arbitrary network packets with socat - Julian Oliver
• Socat: A very powerful networking tool - Jesus Castello
• Hands-on learning about network protocols using socat - Volker Schatz
• Securing Traffic Between two Socat Instances Using SSL - Gerhard Rieger

LINUX - NETWORKING - WIRESHARK

• Wireshark: World's foremost and widely-used network protocol analyzer

LINUX - SHELL SCRIPTING (BASH)

• Mastering the Linux Command Line - Bert Jan Schrijver (GOTO 2019) & Notes
• Shell Scripts Matter - Thibaut Rousseau
• Advanced Bash Scripting Guide
• Command Line Text Processing - Sundeep Agarwal: PDF | online book | learn by example
• Bash Hackers Wiki
• Bash Koans - Marcin Bunsch
• Better Bash Scripting in 15 Minutes - Robert Muth
• Bash Reference Manual
• Command Line Fu
• Greg Wooledge's Wiki
• Linux Bash Scripting
• The Linux Command Line: A Complete Introduction (PDF) & website
• Linux Shell Scripting Cookbook
• Linux Shell Scripting Tutorial
• The Art of Command Line - Joshua Levy
• Writing Robust Bash Shell Scripts - David Pashley

LINUX - SHELL SCRIPTING (BASH) - BATS (BASH AUTOMATED TEST SYSTEM)

• Bash Automated Test System (BATS) & tutorial
• How to use Bats to test your command line tools - Ross Duggan

LINUX - SHELL SCRIPTING (BASH) - SHUNIT2

• shunit2: xUnit unit test framework for Bourne based shell scripts - Kate Ward

LINUX - SYSTEM ADMINISTRATION

• Sysadmincasts.com

LINUX - TAILS (SECURITY-FOCUSED)

• Tails documentation
• Tails Version 4.0

LINUX - UBUNTU

• UpUbuntu

LINUX - UBUNTU - KUBERNETES

• Kubernetes on Ubuntu | Quickstart
• Installing Juju
• Provisioning Kubernetes the Easy Way with Juju - Just me and Opensource

LINUX - VIDEOS

• QuidsUp - Linux and Cyber Security channel

LISP

LISP - BOOKS

• The Structure and Interpretation of Computer Programs - Hal Abelson & Gerald Jay Sussman: Video lectures | online book | PDF
• Paradigms of Artificial Intelligence Programming - Peter Norvig (1992) | Book, part 1 (PDF) | Book, part 2 (PDF)
• Common Lisp: A Gentle Introduction to Symbolic Computation - David S. Touretzky
• Common Lisp HyperSpec
• Paradigms of Artificial Intelligence Programming - Peter Norvig (1992)
• Common Lisp the Language, 2nd Ed - Guy L. Steele Jr: PDF |HTML
• Practical Common Lisp - Peter Seibel
• Basic Lisp Techniques - David J Cooper, Jr
• Successful Lisp - David Lamkins
• On Lisp - Paul Graham: main page | PDF | Postscript
• Common Lisp Cookbook
• Casting SPELs in Lisp - Conrad Barski (Not Common Lisp)
• Lisp in Small Parts -
• Common Lisp Wikibooks
• Lisp Tutorial - TutorialsPoint.com
• Intro to LISP - Milos Hauskrecht
• Common Lisp Hints - Geoffrey J. Gordon
• Steel Bank Common Lisp: webpage | PDF documentation | HTML documentation
• SLIME Lisp: webpage | PDF documentation | HTML documentation
• LISP 1.5 Programmer's Manual - MIT
• Brief Guide to CLOS - Jeff Dalton
• Performance and Evaluation of Lisp Systems - Richard P. Gabriel

LISP - COMMON LISP

• Common-Lisp.net
• Planet Lisp
• Emacs Common Lisp Emulation

LISP - EMACS LISP

See EMACS - EMACS LISP

LUNA

• Where visual meets textual. Luna - overview - Sylwia Brodacka (Curry On Amsterdam 2018)

MAIL SERVER

MAIL SERVER - SELF-HOSTED

• iRedMail
• Mail-in-a-Box
• Mailcow: Dockerized: Mailcow.email | Github | Docs
• Mailu: Mailu.io | Github
• Modoboa: Modoboa.org | Github
• Poste.io

MAIL SERVER - DIAGNOSTICS

• MXToolbox.com
• SenderBase.org
• SURBL
• spamDBLookup
• emailTestResult
• DNSStuff tools
• EmailTalk.org
• Getting delisted by Microsoft (which will list you for absolutely no reason)

MAKER MOVEMENT / INTERNET OF THINGS (IOT)

• Adafruit
• CardboardChallenge
• DIY.org
• DS106.us
• Exploratorium & blog
• GlassLabGames
• Hackster.io
• Howtoons
• Instructables.com
• Little Bits (non-free)
• Make magazine
• Make/Hack/Play together
• MakerEd.org
• Maker Faire
• MakerSpace
• MakeyMakey (non-free)
• MIT Lifelong Kindergarten
• Soft circuits
• Sparkfun
• Thingiverse
• Young Makers

MAKER MOVEMENT - ARTICLES

• Maker Movement Reinvents Education (Newsweek
• The Maker movement makes its mark (USA Today)

MAKER MOVEMENT - JASPER

• Jasper: Open-source platform for developing always-on, voice-controlled applications
• Info/documentation
• Client

MAKER MOVEMENT - RASPBERRY PI

• Raspberry Pi Resources
• Official Rasperry Pi Projects Book

MANAGEMENT/LEADERSHIP

• Shape Up: Stop Running in Circles and Ship Work That Matters - Ryan Singer | PDF
• The Coaching Leader & Architect - Roy Osherove (GOTO 2020)
• The Leadership Library for Engineers - Philip Paetz
• A Guide To Managing Technical Teams - Dave Farley & How To Manage Remote Development Teams - Dave Farley
• Be a Director, Not a Manager - Fareed Mosavat (#mtpcon 2019)
• How to Become a Great Software Architect - Eberhard Wolff (GOTO Berlin 2019)
• Tips for Managing a Widely Distributed Team - Dirkjan Bussink (#LeadDevLondon 2018)

MANAGEMENT/LEADERSHIP - BILL CAMPBELL

• People, Leadership & Startups - Bill Campbell (Khosla Ventures)
• Remembering the Life and Career of Bill Campbell (Fortune)
• Fireside Chat With Ben Horowitz of Andreessen Horowitz and Bill Campbell of Intuit
• Intuit CEO Conversations with Brad Smith and Bill Campbell

MANAGEMENT/LEADERSHIP - ONE-ON-ONES

• One on One Meeting Questions Great Managers Ask Their Teams - Lighthouse
• 24 great one-on-one meeting questions - Chloe Hamman (Culture Amp)
• 101 Questions to Ask in One on Ones - Jason Evanish

MANAGEMENT/LEADERSHIP - PODCASTS

• Finding Mastery - Dr. Michael Gervais

MARKDOWN

• The Markdown Guide - Matt Cone
• Mastering Markdown - Wes Bos

MATH

• Stand-Up Maths
• Numberphile
• BetterExplained.com
• Immersive Math - Jacob Ström, Kalle Åström, and Tomas Akenine-Möller

MATH - IMAGINARY NUMBERS

• Imaginary Numbers Are Real - Welch Labs

MATH - LINEAR ALGEBRA

• Matrix Methods in Data Analysis, Signal Processing, and Machine Learning - Gilbert Strang (MIT) & lectures on Youtube
• The Essence of Linear Algebra
• Linear Algebra - KhanAcademy.org
• Immersive Linear Algebra - J. Ström, K. Åström, and T. Akenine-Möller
• Linear Algebra chapter in "Deep Learning," Ian Goodfellow, Yoshua Bengio and Aaron Courville
  • Talk on Chapter 1
  • Talk on Chapter 2: Linear Algebra
  • Talk on Chapter 3: Probability
• Computational Linear Algebra for Coders course - fast.ai | textbook & videos

MATH - STATISTICS

• Statistics - KhanAcademy.org
• Statistics resources - Brandon Rohrer

MISCELLANEOUS

• AirConf 2014
• List of Programming Screencast Series - Avdi Grimm
• Metacasts.tv (non-free) - Mark Bates

MOBILE

• Web Fundamentals: Best practices for great multi-device web experiences - Udacity + Google
• App Developers' Conference
• Fast WebView Applications & Building WebView Applications
• Would you like a Mobile App with That?

MOBILE - ANDROID DEVELOPMENT

• Android Bootcamp Series 2012

MOBILE - CROSS-PLATFORM DEVELOPMENT

• Cordova
• Ionic Framework
• PhoneGap

MOBILE - FLUTTER

• Flutter: How We're Building a UI Framework for Tomorrow at Google - Eric Seidel

MOBILE - iOS DEVELOPMENT

• Building iOS Apps With RubyMotion - Ray Hightower (Aloha RubyConf 2012)
• RubyMotion: Native iOS Apps in Ruby - James Miller
• Inside RubyMotion - Rich Kilmer (RubyConf 2012)
• RubyMotion: Rubyizing iOS development - Amit Kumar (GoGaRuCo 2012)
• RubyMotion: Ruby in your pocket - Laurent Sansonetti (CascadiaRuby 2012)

MOBILE - CROSS-DEVICE TESTING

• Bunyip
• Grunt: Intro | Github | Getting Started

MONGODB

• Manual
• Video presentations
• Planet MongoDB
• MongoDb Blog
• StackOverflow

NETWORKING

• Networking - TechTerms
• Intro to DNS Terminology, Components, and Concepts - Justin Ellingwood (DigitalOcean) Peter R. Egli:
  • Data Networking Concepts
  • Transport Protocols
    • TCP
    • UDP
    • SCTP
  • Network Sockets
  • Email
  • Comet, HTML5, Websockets
  • HTTP / HTML / WWW
  • DNS
  • DNSSEC
  • FTP
  • RARP, BOOTP, DHCP
  • Internet Security
  • VPN
  • Mobile & Wireless Networks
  • Internet Organization
  • QoS
  • IP Routing
  • IPv6
  • SSH
  • Telnet
  • STP & RSTP
  • Communication Middleware
  • Cloud Computing
  • JSON-RPC
  • REST
  • Web Services
  • Android NDK
• Packet Pushers
• Ping! Are you there? - Lydia Gu (!!Con 2016)

NETWORKING - DNS

• DNS (Domain Name System) Explained: Types of Domain Name Servers, How DNS works - TechTerms

NETWORKING - GRPC

• The Story of Why We Migrate to gRPC and How We Go About It - Matthias Grüter, Spotify (KubCon & CloudNativeCon Europe 2019)
• gRPC vs REST: let the battle begin! - Alex Borysov & Mykyta Protsenko (Devoxx Belgium 2017)

NETWORKING - HTTP/2

• HTTP/2, One Frame At A Time - Irina Shestak, MongoDB (Node+JS Interactive)
• Hyper Text Transfer Protocol - HTTP 1.0, 1.1, HTTP/2, HTTP/3 - Hussein Nasser

NETWORKING - IP ADDRESSES

• What is IP address and types of IP address - IPv4 and IPv6 - TechTerms

NETWORKING - OSI MODEL

• The OSI Model Demystified - Eli the Computer Guy
• OSI Model Explained - TechTerms

NETWORKING - PACKET SWITCHING

• Packet switching explained - TechTerms

NETWORKING - REVERSE PROXIES

• Open Source Security: Reverse Proxies - Shawn Powers

NETWORKING - TLS

• Transport Layer Security, TLS 1.2 and 1.3 - Hussein Nasser
• Every byte of a TLS connection explained - Michael Driscoll

NETWORKING - WEB SOCKETS

• Scaling and Securing WebSockets with HAProxy - Hussein Nasser
• Scaling Websockets to Multiple Servers with HAProxy, Redis, and NodeJS - Hussein Nasser

NEWS

• Unpaywall - "Legal, fair, and sustainable" Chrome plugin for "read[ing] over 52% of research papers for free"

NEWS - EDUCATION

• EdSurge

NEWS - HARDWARE

• Hot Hardware
• The Register: Internet of Things

NEWS - HEALTHCARE

• Axios
• Clinician Today
• Health Data Management
• Health IT Outcomes
• Healthcare Informatics
• Healthcare IT News
• Health Management Technology
• HIT Consultant
• Modern Healthcare
• NueMD
• Search Health IT
• US News & World Report
• Wall Street Journal

NEWS - PROGRAMMING

• Application Development Trends
• arXiv.org - 1.3 million e-prints in Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance and Statistics | Librarian: Chrome plugin for comments on arXiv papers
• Computerworld
• Dev.to
• Dr. Dobb's
• DZone
• Enterprise Apps Today
• HackerNoon.com
• Huffington Post
• I Programmer
• InfoQ
• InfoStor
• InfoWorld
• IT World
• Medium.com - Software Development
• Nautil.us
• Phys.org
• Programmable Web
• Quanta
• The Register
• ScienceDaily: Computer programming | Hacking | Software
• Software Development Times
• Sitepoint

NEWS - ROBOTICS

• Motherboard
• Neuroscience News
• Phys.org
• Science Mag

NEWS - SCIENCE

• Aeon
• Axios
• Big Think
• Digital Journal
• Discovery
• Neuroscience News
• NOVA
• Phys.org
• Quanta Magazine
• Science
• Science Daily
• STAT: Reporting from frontiers of health & medicine
• Tech Times
• TED Science
• The Register
• Tumble Science Podcast For Kids
• The Verge
• Wired
• World Science Festival

NEWS - SECURITY

• CNBC
• Healthcare Information Security Podcast
• Infosecurity
• (In)Secure
• ReadWrite
• The Register

NEWS - TECH

• Aeon
• All Tech Considered
• Ars Technica
• Backchannel
• BBC
• Bloomberg
• Business Insider
• China Money Network
• CNBC
• CNET
• CNN
• The Conversation
• Digital Journal
• Discovery
• Engadget
• Extreme Tech
• Fast Company
• Forbes
• Future Tense (Slate)
• Futurism
• GeekWire
• Gizmodo
• Google
• Guardian
• Huffington Post
• IAAA Spectrum
• Inhabit
• Live Science
• Logic
• Mashable
• Medium
• Motherboard
• Nautil.us
• Network World
• Neuroscience News - Robotics
• New Scientist
• New York Times
• The Next Web
• NPR
• PC Mag
• Phys.org
• Product Hunt
• Recode
• ReadWrite
• The Register
• Reuters
• ScienceDaily
• Seattle Times
• Second Nexus
• Silicon Angle
• Singularity Hub
• Slashdot
• The Stack
• Star Talk Radio
• Tech.co
• Tech Crunch
• Tech Hive
• TechNewsWorld
• Tech Radar
• Tech Republic
• Tech Times
• Tech World
• VentureBeat
• The Verge
• Wait But Why
• Wired
• Yahoo
• ZDNet

NGINX

• Nginx: About | Docs | FAQ | Twitter | Blog
• NginX Crash Course (Layer 4 & Layer 7 Proxy, HTTPS, TLS 1.3, HTTP/2 & More) - Hussein Nasser & 2-Hour Nginx Crash Course + Bonus Course - Hussein Nasser

NODE.JS

• Ryan Dahl: Less is More with Node.js - Ryan Dahl (JSConf US 2013)
• Build Your API With Node.js
• Intro to Node.js - Edward O'Connor

NODE.JS - COOL STUFF

• node-canvas

NODE.JS - NPM

• Package Managers: An Introductory Guide (covers NPM & Bower)

OCAML

• Real-World OCaml - Yaron Minsky, Anil Madhavapeddy, and Jason Hickey & Table of Contents (HTML)
• OCaml Visual Debugger - Jack Hughes
• Caml Trading - Yaron Minsky (Jane Street Capital)

OCAML - REASON

• Reason
• Reasonable App: starter kit for writing Elm apps with Reason on the JS side - Murphy "splodingsocks" Randle

OCAML - REASON - REASON REACT

• ReasonReact
• A ReasonReact Tutorial - Jared Forsyth
• Advanced ReasonReact: Higher Order Components - Jared Forsyth

OCAML - REASON - REASON REACT - VIDEOS

• Hitchhiker's guide to ReasonReact - Nik Graf (React Vienna 2018)
• ReasonReact - Functional Programming for React Developers - Keira Hodgkison (LinuxConfAu Sydney 2018)

OCTAVE

• Machine Learning - Andrew Ng (Coursera)
• GNU Octave: Free Your Numbers - John W. Eaton et al. (Feb 2011)
• Intro to Octave - Dr. P.J.G. Long - 2005

OOP

• OOP and Philosophy - Steve Klabnik (RubyMidwest 2013)

PERL

• Modern Perl, 4th ed (free ebook)

PODCASTS

• AI
• Business
• Business - Entrepreneurship
• Data
• DevOps
• DevOps - AWS (Amazon Web Services)
• DevOps - Google Cloud
• DevOps - Kubernetes
• EdTech
• Elixir
• Elm
• Functional Programming
• Programming
• Python
• Rust

PODCASTS - PODCASTING

• How to Start a Podcast: Every Single Step - Colin Gray

PODCASTS - PODCASTING - AUDACITY

• Audacity Editing for Beginners: 16 Tips in 9 Minutes - CyberdogStudios
• How to Record and Edit a Podcast in Audacity - Pat Flynn

POSTGRESQL

• Official manuals | PG 12 | PG 11 | PG 10 | PG 9.6 | PG 9.5 | PG 9.4 | Official FAQ
• Learn PostgreSQL: Full Course for Beginners - freeCodeCamp.org
• PostgreSQL Tutorials : Learn PostgreSQL From Beginning to Advanced: Beginner's List & Advanced List
• Postgres Open (conference videos): 2019 | all
• Awesome Postgres - Asad Dhamani
• PostgreSQL - TutorialsPoint.com
• Mastering PostgreSQL Administration - Bruce Momjian
• The Art of PostgreSQL - Dimitri Fontaine ($ non-free $)
• Official FAQ
• PostgreSQL Exercises
• PostgresWeekly.com
• PGCasts.com
• PostgreSQL Tutorial
• PostgreSQL awesomeness for Rails developers
• Redis in my Postgres (linking multiple Postgres dbs or Postgres and Redis/MySQL/Oracle/Twitter/ODBC/etc.)
• Postgres FTW: Postgres Is Just Easier - Guyren Howe
• Postgres Rules
• Postgres, the Best Tool You're Already Using - Adam Sanderson (RailsConf 2013)
• PostgreSQL proficiency for Python people - Christophe Pettus (PyCon 2014)
• Porting ActiveRecord validations to Postgres - Sean Huber

POSTGRESQL - ADVANCED FEATURES

• A scalable, versioned document store in PostgreSQL - Art Gillespie (PostgresOpen Silicon Valley 2018)
• Pat Shaughnessy: Trying to Represent a Tree Structure using Postgres | Installing the Postgres LTREE Extension | Saving a Tree in Postgres Using LTREE | Manipulating Trees Using SQL and the Postgres LTREE Extension
• WITH Queries (Common Table Expressions): Write auxiliary statements for use in a larger query
• Is PostgreSQL Your Next JSON Database? - Dj Walker-Morgan
• The Benefits of Materialized Views (and how to use them in your Ruby on Rails project) - Ryan Rebo
• PostgreSQL’s Powerful New Join Type: LATERAL - Dan Robinson
• Range Types in PostgreSQL 9.2 - Your Life Will Never Be the Same - Jonathan S. Katz (Postgres Open)
• Full-Text Search: Seek and Ye Shall Find - Dan Scott (Postgres Open)
• Using PostgreSQL and jsonb with Ruby on Rails - Nando Vieira

POSTGRESQL - ANALYTICS

• Building a real time analytics API at scale - Sylvain Friquet (PostgresOpen 2018)

POSTGRESQL - CLIENTS

POSTGRESQL - CLIENTS - DBEAVER

• DBeaver.io
• Documentation (PDF)

POSTGRESQL - JSON / JSONB

• JSONB Tricks - Colton Shepard (PostgresOpen 2019)
• Using JSON in PostgreSQL - Andrew Dunstan (PostgresOpen SV 2018)
• Dox: Document Database API extension for Postgres - Rob Conery & A Pure PostgreSQL Document Database API
• Unleash the Power of Storing JSON in Postgres - Leigh Halliday
• Faster Operations with the JSONB Data Type in PostgreSQL - Lucero Del Alba
• Working with JSON and PostgreSQL - Rene

POSTGRESQL - KUBERNETES

• Easy And Correct High Availability PostgreSQL With Kubernetes - Steven Pousty (PostgresOpen 2019)
• Kubernetes PostgreSQL Operator - CrunchyData | Easy And Correct High Availability PostgreSQL With Kubernetes - Steven Pousty (PostgresOpen 2019)
• Kubernetes PostgreSQL Operator - Zalando

POSTGRESQL - MONITORING

• How to Monitor Your Database - (PostgresOpen SV 2018)
• Dynamic Monitoring of PostgreSQL Instances Using pg_top - Brian Fehrle

POSTGRESQL - PAGINATION

• Five ways to paginate in Postgres, from the basic to the exotic - Joe Nelson
• Why Most Programmers Get Pagination Wrong - Lukas Eder

POSTGRESQL - PERFORMANCE

• Database Hardware Selection Guidelines - Bruce Momjian
• Tuning PostgreSQL for High Write Workloads - Grant McAlister
• The Next Generation of Postgres High Availability (PostgreSQL HA) - Tom Kincaid
• 10 Things I Hate About PostgreSQL - Rick Branson
• Computational Complexity and the Query Planner - James Coleman
• Lessons learned scaling PostgreSQL database to 1.2bn records/month - Gajus Kuizinas

POSTGRESQL - POSTGREST

• PostgREST - REST API for any Postgres database

POSTGRESQL - REPLICATION

• Streaming Replication (Postgresql.org): Wiki | Docs: Replication | Docs: Streaming Replication | Docs: Streaming Replication Protocol | Docs: Logical Streaming Replication Protocol
• Replication Concepts in Postgres - Chennakeshava Ramesh
• POSTGRESQL12 streaming REPLICATION Centos 8 - Dan Holdsworth
• How to Set Up Streaming Replication in PostgreSQL 12 - Avinash Vallarapu
• Streaming Replication Setup in PG12: How to Do it Right - Cary Huang
• How to Configure Synchronous Streaming Replication in PostgreSQL 12 - CloudBhai
• PostgreSQL Replication and Automatic Failover Tutorial - Abbas Butt
• How to Set Up Streaming Replication in PostgreSQL 12 - Avinash Vallarapu
• WAL-E: Continuous Archiving for Postgres
• Debezium: Change data capture for a variety of databases & Debezium.io
• BottledWater: Change data capture from PostgreSQL into Kafka (Confluent.com)
• repmgr: Replication Manager for PostgreSQL

POSTGRESQL - REPLICATION - FAILOVER & HIGH-AVAILABILITY

• True Postgres High Availability Architecture with Industry Standard Open-Source Tooling - Michel Sijmons
• The Next Generation of Postgres High Availability (PostgreSQL HA) - Tom Kincaid
• Making your PostgreSQL Database Highly Available - Alok Kumar Mishra
• pg_rewind - resynchronizing servers after failover @ PostgreSQL Session #7 - Heikki Linakangas
• PostgreSQL12 streaming Replication Centos 8 | How To DevOps
• PostgreSQL 12 Replication and Failover Tutorial - CloudDBA

POSTGRESQL - SUPABASE

• Realtime: Elixir server (Phoenix) that allows you to listen to changes in your database via websockets | Supabase.io

POSTGRESQL - TIMESCALEDB

• TimescaleDB: open-source time-series database optimized for fast ingest and complex queries. Engineered up from PostgreSQL, packaged as an extension: Github | Timescale.com

POSTGRESQL - VIDEOS

• PostgresOpen Silicon Valley
• PGCon: 2018 | 2017 | 2016 | 2015
• Scaling Postgres
• Postgres Conference
• PGConf US
• Youtube

PRIVACY

• Privacy-friendly alternatives to Google that don't track you
• How To Protect Your Users With The Privacy By Design Framework - Heather Burns
• Keynote - Users' privacy is in your hands! - Katarzyna Szymielewicz (Lambda Days 2019)
• Recommender Systems and their Ethical Challenges - Silvia Milano, Mariarosaria Taddeo, Luciano Floridi

PRIVACY - GDPR

• How GDPR Will Change The Way You Develop - Heather Burns

PRODUCT DEVELOPMENT

• Essentials of Product Development - Ryan Singer (WindyCityRails2012)

PRODUCT DEVELOPMENT - PROFESSIONALISM / EXCELLENCE / EFFICIENCY

• Defining a Distinguished Engineer - Jessie Frazelle
• The Twelve-Factor App - Adam Wiggins
• Warren Buffet's Life Advice Will Change Your Future - Motivation Madness
• 10 Philosophies for Engineers - Jeff Meyerson
• Monkey, take the wheel - Dmytro Lytovchenko (CodeBEAM V 2020)
• Building a Culture of Learning - Joe Mastey (MountainWest RubyConf 2015)
• Code Club - Saron Yitbarek (LoneStarRuby 2015)
• Real Developers Ship (a.k.a Tenets for Software Delivery) - Sebastian von Conrad (Ruby Australia 2014)
• Software is Details - Kevlin Henney (SATURN 2017)
• Trusted Autonomy - Ben Marx (Code Beam SF 2018)
• Great Developers Steal - Ben Scofield (Scotland Ruby Conf 2011)
• Being an Excellent Software Developer - Michael Norton (WindyCityRails2012)
• Cultures of Effective Learning - Jeff Cohen (WindyCityRails2012)
• Principles For Success - Ray Dalio
• Continuous Testing - Ruby-Toolbox
• 10-item work-efficiency recipe
• Keynote - Tom Preston-Werner (GitHub) (NLC 2011)
• Level Up! Test-driving your personal development - Alan Gardner (Scotland Ruby Conf 2011)
• Teach Your Way to Better Code - Felix Clack (Ruby Australia 2014)
• Legacy - Chad Fowler (Aloha RubyConf 2012)
• Nobody will Train You but You - Zachary Briggs (RailsConf 2013) & Ruby MidWest 2013
• Build a Bigger Brain: How Healthy Living Makes You Smarter - Joe Kutner (BigRuby 2013)
• The Most Important Optimization: Happiness (BigRuby 2013)
• The War For Talent: How To Succeed As an Employer or Engineer - Allan Grant (RailsConf 2013)

PRODUCT DEVELOPMENT - PEOPLE, PROCESS & TEAMS

• Junior developer survival tips (with Mayuko) - Fun, Fun, Function
• We fired our top talent. Best decision we ever made - Jonathan Solórzano-Hamilton
• Know Your Company blog - Claire Lew
• Humane Development - Ernie Miller (RailsConf 2015) & (RubyOnAles 2015
• Patterns of Effective Teams - Dan North (GOTO Chicago 2017)
• What do we stand for? (Kind-hearted, Humble, Together) - Mattias Petter Johansson (Fun Fun Function)
• What We Actually Know About Software Development, and Why We Believe It’s True - Greg Wilson
• Amelia Bedelia Learns to Code - Kylie Stradley (RailsConf 2015)
• Lessons from Theater and Software - Kevin Stevens (Rocky Mountain Ruby 2013)
• 5 Things I Wish Someone Had Told Me About Programming Before I Started - Kerri Miller (RubyConf 2014)
• Building a Culture of Quality - Bryan Helmkamp (LoneStarRuby 2013)
• Ready To Code: Automate Your Development Environment - David Kerber (RubyMidwest 2013)
• Keynote: Hacking Passion - Katrina Owen (LoneStarRuby 2013)
• Failure for Fun and Profit! - Kerri Miller (RubyMidwest 2013)
• 0-60 in under 3: How Cars.com & Dockyard Manufactured a Productive Elixir Team in Under 3 Months - Daniel Mackey & Mike Binns (ElixirConf 2019)
• Architecting the Chaos - Building Travis CI - Konstantin Haase (SteelCityRuby 2013)
• Keep Software Weird - Leon Gersing (SteelCityRuby 2013)
• The End of Fun - Sarah Mei (LoneStarRuby 2013)
• GET / Better - Mark Bates (Burlington Ruby 2013)
• James Edward Gray II keynote (Ruby Midwest 2013)
• Channel Your Inner Jason Bay: How to Be Productive On a New Team - Ashish Dixit (SteelCityRuby 2013)
• Rockstars & Consultants, Who needs 'em? - Lori Olson (Aloha RubyConf 2012)
• Does pair programming have to suck? - Angela Harms (Ruby Midwest 2011)
• Joe O'Brien - People: the missing ingredient (GoGaRuCo2012)
• Must Have 10+ Years People Experience - Ashe Dryden (Ruby MidWest 2013)
• The Future of Work: Back to First Principles - Scott Chacon (Barcelona RuCo 2012) & alt version
• Unsucking Your Team's Development Environment - Zach Holman (Barcelona RuCo 2012)
• Real Software Engineering - Glenn Vanderburg (Lone Star RubyConf 2010)
• A Short History of Software Engineering - Paolo Perrotta (Barcelona RuCo 2012)
• How to Build a Sustainably Awesome Development Team - Jim Remsik & Les Hill (Lone Star RubyConf 2010)
• How GitHub Uses GitHub to Build GitHub - Zach Holman (Ruby Midwest 2011)
• People Patterns - Joe O'Brien (Ruby Midwest 2011)
• WideTeams.com (podcasts on remote collaboration)
• Move Fast and Make Things - Adam Keys (BigRuby 2013)

PRODUCT DEVELOPMENT - PEOPLE, PROCESS & TEAMS - REMOTE

• 58 Must-Read Remote Work Resources - Hiten Shah
• A Guide to Managing Remote Teams - Claire Lew (KnowYourTeam.com) (currently free)
• Learnings from 4000+ interviews for hiring remote employees - Nitesh Agrawal
• My Long Distance Relationship With GitHub: Transitioning to Remote, Async Work - Sophie DeBenedetto

PRODUCT DEVELOPMENT - COMMUNICATION TOOLS

• Basecamp
• GitLab HQ
• Pivotal Tracker

PRODUCTIVITY TOOLS

• Asymptote: The Vector Graphics Language: Homepage | Gallery | Documentation | Docs (PDF)
• BlockDiag: the simple block-diagram image generator: Activity Diagrams | Block Diagrams | Network Diagrams | Sequence Diagrams
• Boxes: Homepage | Github
• Calcurse: calendar and scheduling application for the command line: Calcurse.org | Manual
• Diagrams: Draw the cloud system architecture in Python code
• ditaa: DIagrams Through Ascii Art
• Gnuplot: Homepage | Demo gallery | Docs
• GraphViz: open source graph visualization software: Generate | Pocket reference | Reference | GraphViz.it | GraphViz.org | Wikipedia
• Haskell Diagrams package
• Joplin: Open-source note taking & to-do application with synch capabilities: JoplinApp.org | Github | Discourse
• JS-Sequence-Diagrams
• Kate's Grammar Tool (for BNF / Backus–Naur form diagrams)
• Kroki: Convert plain text diagrams to images (Does BlockDiag, Ditaa, ERDs, C4 with PlantUML, GraphViz, Mermaid, Nomnomi, PlantUML, Svgbob)
• Maestral: Open-source Dropbox client for macOS and Linux (that works with an encrypted Ubuntu HD): Github
• MermaidJS: Markdownish syntax for generating flowcharts, sequence diagrams, state diagrams, charts, etc.: Live editor | Documentation | Github
• Mscgen: Message sequence Chart generator: Mscgen | Live editor (mscgen.js.org) | Tutorial
• Nomnomi
• PlantUML | PlantText.com | PlantText.com video | PlantUML for the impatient
• Svgbob
• SyncThing: synchronizes files between two or more computers and replaces proprietary sync and cloud services with something open, trustworthy and decentralized | Github | Getting Started | Forum
• Tikz: Wikibooks | Wikipedia
• Tools for opting out of global data surveillance - PRISM-break.org
• UMLet: Free, fast UML diagrams | UMLetino (use in your browser) | Youtube tutorials | Github
• WebSequenceDiagrams.com
• Youtube-dl: Download videos from YouTube (and more sites)
• ZenUML.com

PROGRAMMING

• Awesome list of awesome lists - Sindre Sorhus
• Programming talks - Veit Heller
• Flow-Charts of Programming Language Constructs - Martin F. Johansen
• 24-page zine collection of linux/systems comics - Julia Evans
• Every Programmer Should Know - Alexey Migutsky
• Core Design Principles for Software Developers - Venkat Subramaniam
• Things I Learnt The Hard Way (in 30 Years of Software Development) - Julio Biason
• Design Patterns in the Light of Lambda Expressions - Venkat Subramaniam

PROGRAMMING - ACTOR MODEL

• The Actor Model in 10 Minutes - Brian Storti
• The wide world of almost-actors: comparing the Pony to BEAM languages - Scott Lystig Fritchie (Code BEAM STO 2019)
• Get to know the Actor Model - Roberto Dip
• Thinking in actors - Saša Jurić (WebCamp Zagreb 2014)
• FP Design Patterns in Micro-Service Inter-Process Communication - Viačeslav Pozdniakov (Lambda Days 19)
• Hewitt, Meijer and Szyperski: The Actor Model (everything you wanted to know...)

PROGRAMMING - BOOKS

• 97 Things Every Programmer Should Know - various authors, O'Reilly
• The Architecture of Open Source Applications
• The Codeless Code - Qi
• Essential Coding Theory - Venkatesan Guruswami, Atri Rudra and Madhu Sudan
• Foundations of Computer Science - Al Aho and Jeff Ullman
• GitBook.com
• How to Design Programs - Matthias Felleisen, Robert Bruce Findler, Matthew Flatt, Shriram Krishnamurthi
• Introduction to Computing: Explorations in Language, Logic and Machines - David Evans | PDF | Read online
• Patterns of Software - Richard P. Gabriel
• Producing Open Source Software: How to Run a Successful Free Software Project - Karl Fogel
• Programming Models for Distributed Computing - Northeastern University CS7680

PROGRAMMING - BLOGS

• AListApart.com
• Code Words
• Dev.to
• Dr. Dobbs
• The Effective Engineer - Edmond Lau
• TheGeekStuff.com
• Hacker Noon
• Indie Hackers
• Jeff Atwood - "Coding Horror"
• Joel Spolsky - JoelOnSoftware.com
• MartinFowler.com
• Medium.com - Software Development
• Scott Hanselman
• Smooth Terminal
• StackOverflow

PROGRAMMING - CHEATSHEETS

• DevHints.io - Rico Sta. Cruz

PROGRAMMING - CODE REVIEWS

• Awesome Code Review
• Code Review in Remote Teams - Sean Hammond
• The Science of Code Reviews - Rich Kuipers (Dutch PHP Conference in 2018)
• Goldilocks And The Three Code Reviews - Vaidehi Joshi (RailsConf 2017)

PROGRAMMING - CODE REVIEWS - AUTOMATED

• Pronto: Quick automated code review of your changes

PROGRAMMING - CONCURRENCY

• How We Program Multicores - Joe Armstrong (RISE SICS)
• Thinking Outside the Synchronisation Quadrant - Kevlin Henney (NDC {London} 2017)
• Distributed, Eventually Consistent Computations - Christopher Meiklejohn

PROGRAMMING - CONSULTING

• The Prosperous Software Consultant - Nader Dabit

PROGRAMMING - DCI (DATA, CONTEXT, INTERACTIONS)

• Data, Context and Interaction - Wikipedia
• Trygve Reenskaug - DCI: Re-thinking the foundations of object orientation and of programming (Øredev Conference 2009)
• The DCI Architecture: Supporting the Agile Agenda - James Coplien (Øredev Conference 2009)
• Rickard Öberg - DCI in Practice (Øredev Conference 2009)
• Working with objects — in computer and mind - Trygve Reenskaug and James O. Coplien
• FullOO.info
• The DCI Architecture: A New Vision of Object-Oriented Programming - Trygve Reenskaug and James O. Coplien
• The Common Sense of Object Orientated Programming - Trygve Reenskaug

PROGRAMMING - FUNCTIONAL REACTIVE PROGRAMMING

• Lightbend Reactive Architecture (6 courses)
• The introduction to Reactive Programming you've been missing - Andre Staltz
• Reactive is a Product - Jamie Allen (Reactive Summit Montreal 2018)
• An Event-driven and Reactive Future - Jonathan Worthington (FooCafe)
• What does it mean to be Reactive? - Erik Meijer (React 2014)
• K Things I Know About Building Resilient Reactive Systems - Joe Armstrong (React 2014)
• Functional Reactive Programming: Cleanly Abstracted Interactivity - BoostCon
• RXMarbles.com - Interactive diagrams of Rx Observables
• Stream processing, Event sourcing, Reactive, CEP… and making sense of it all - Martin Kleppmann
• An Event-driven and Reactive Future - Jonathan Worthington (FooCafe 2014)
• How To Be More Productive (With Streams) - Graham Hutton (C9 Lectures) | PDF | PPT

PROGRAMMING - HISTORY

• The Mother of All Demos, presented by Douglas Engelbart (1968)

PROGRAMMING - LANGUAGE CREATION

• Designing With Passion - Joe Armstrong, Evan Czaplicki, Bruce Tate, Dave Thomas, John Hughes (Erlang Solutions 2016)

PROGRAMMING - LANGUAGE POPULARITY

• TIOBE Index
• PYPL PopularitY of Programming Language
• 15 Most Popular Languages on Github 2017
• RedMonk
• OpenHub (Black Duck)

PROGRAMMING - LEARNING (FREE)

• Code Studio
• Codecademy (Registration required)
• CS50: Intro to Computer Science - David J. Malan (Harvard) & edX
• Fun Fun Function - Mattias Petter Johansson, a.k.a. "mpj"
• I Love Coding (Registration required)
• Upcase - Thoughtbot
• WatchMeCode.net (Registration required)

PROGRAMMING - LEARNING (PAID)

• Daily Drip
• Destroy All Software
• Egghead.io
• Evented Mind
• Frontend Masters
• Go Rails
• InformIT
• LearnElixir.tv - Daniel Berkompas
• LearnPhoenix.tv - Daniel Berkompas
• Lynda.com
• PeerToPeer.io
• Pluralsight
• Sitepoint
• Treehouse
• Tuts+
• Udacity
• Udemy
• Upcase - Thoughtbot

PROGRAMMING - LEARNING - GAMES

• Games on Github - Lee Reilly
• Phaser.io
• Game Editor (cross-platform game creator)

PROGRAMMING - MESSAGING & QUEUES

• Decouple all the things: Asynchronous messaging keeps it simple - Kerstin Puschke (ArrrrCamp 2015)

PROGRAMMING - MESSAGING & QUEUES - RABBITMQ

• Reliable Messaging With RabbitMQ - Part 1 - JimOnDemand
• RabbitMQ Simulator
• A Transmuting Journey: From a Ruby on Rails Monolith to Elixir and Elm Microservices - Volker Rabe: Video | Slides
• RabbitMQ is the new king - Alvaro Videla & Jan Machacek
• Dissecting the Rabbit: RabbitMQ Internal Architecture - Alvaro Videla (Lambda Days 2015)

PROGRAMMING - PODCASTS

• 6 Figure Developer
• 85 Podcasts for Developers, Programmers & Software Engineers - HackerLists.com
• Ultimate List Of Developer Podcasts - John Sonmez
• a16z - Andreessen Horowitz
• Advance Tech Podcasts
• Agile Revolution
• Agile Toolkit Podcast
• The Architecht Show
• Art of Product
• The Backend Engineering Show - Hussein Nasser
• The Big Web Show
• The Bike Shed - Thoughtbot
• Build - Maggie Crowley
• Build Your SaaS - Jon & Justin
• CaSE: Conversations About Software Engineering
• The Changelog: Software Dev & Open Source - Adam Stacoviak and Jerod Santo
• Code Podcast
• Coding Blocks
• Cognicast
• CoRecursive - Adam Bell
• CTRL+ClickCast
• Cynical Developer - James Studdart
• Daily Tech News Show
• Developer On Fire - Dave Rael
• Dr. Dobbs TV (Video)
• Elixir Fountain
• Exponent
• FLOSS Weekly
• The Freelancers' Show
• Front End Happy Hour
• Full Stack Radio
• Function - Anil Dash
• FunctionalGeekery.com
• Giant Robots Smashing Into Other Giant Robots - Thoughtbot
• Greater Than Code - Mandy Moore
• Hansel Minutes
• Herding Code
• InfoQ Podcast
• IoT On Tap - Chris Herrera & Randy Pitcher
• Javascript Jabber
• Lightbend
• The New Stack
• On Computing
• Packet Pushers
• PathToPerf
• Programming Throwdown - Patrick Wheeler & Jason Gauci
• Recode/Decode - Kara Swisher
• Ruby Rogues
• Shop Talk
• Software Engineering Daily | iTunes | Slack
• Software Defined Talk
• Software Engineering Radio
• Tech Done Right - Noel Rappin
• TechZing - Justin Vincent & Jason Roberts
• Toolsday.io
• Turing-Incomplete
• Upgrade
• The Web Ahead
• Weird Trick Mafia
• Your System Called: A Threat Stack Podcast

PROGRAMMING - STREAM PROCESSING

• Stream Handbook - Doug McIlroy
• Embracing Streams…Everywhere - Nitesh Kant (Reactive Summit 2016)
• Learn RxJS - Brian Troncone
• RxMarbles.com
• Taking the Pain Out of Deploying Streaming Applications - Gerard Maas & Craig Blitz, Lightbend (Reactive Summit Montreal 2018)

PROGRAMMING - TECHNICAL DEBT

• Tech Debt - MPJ's Musings - Fun Fun Function
• Representing Your Technical Debt - Ipek Ozkaya
• Managing Technical Debt - Steve McConnell 2008
• Technical Debt: From Metaphor to Theory and Practice - Philippe Kruchten, Robert L. Nord, and Ipek Ozkaya
• Managing Technical Debt - Steve McConnell 2013 & Construx Webinar
• Technical Debt - Martin Fowler
• Technical debt and system architecture: The impact of coupling on defect-related activity - Alan MacCormack and Daniel J. Sturtevant
• Technical Debt - The code monster in everyone's closet - Nina Zakharenko (PyCon 2015)
• The Practical Approach to Reducing Technical Debt - Spencer Greene
• Escaping the Technical Debt Cycle - Michael Feathers
• Don’t Start Up With Hidden Debt: Understanding and Managing Technical Debt - eBags
• Technical debt using dynamic indicators: NVP and IRR - Francisco Miguel García
• Architecture Wars - The competition between Features and Technical Debt: Part 1 & Part 2

PROGRAMMING - VIDEOS

• ApacheCon: @Home 2020 | North America 2019 | Europe 2019 | North America 2018 | Miami 2017 | North America 2015 | North America 2014
• YOW! Conferences
• Web Camp Zagreb 2019
• StrangeLoop: 2019 | 2018 | 2017 | 2016 | 2015
• VoxxedDays Zurich 2018
• InfoQ.com videos | QCon New York 2018
• DeconstructConf: 2017
• Devoxx: Belgium 2018 | Belgium 2017 | Poland 2017
• GOTO channel
  • GOTO Book Club Series 1
  • GOTO Chicago 2020
  • GOTO Oslo 2020
  • GOTO Copenhagen 2019
  • GOTO Berlin 2019
  • GOTO Chicago 2018
  • GOTO Chicago 2017
  • GOTO Amsterdam 2017
  • GOTO Berlin 2016
  • GOTO London 2016
  • GOTO Stockholm Nights: Data-Driven Decisions
  • GOTO Copenhagen 2016
• NDC Conferences (Over 1,100 conference videos)
• SkillsMatter.com/Skillscasts
• Jfokus: 2016 | 2015
• O'Reilly
• @Scale: Systems 2019 | DevTools 2017 | Network 2017 | 2016 | 2015 & 2014
• The Art of Code - Dylan Beattie (NDC {London} 2020) (craziest programming talk I've ever watched)
• OSCON 2014
• FutureTalks - NewRelic
• Forward University

PURESCRIPT

• main | learn | wiki | Github
• Purescript: Tomorrow's JavaScript Today - Kris Jenkins (Øredev 2017)
• Pursuit: Purescript package documentation
• Learn Functional Programming with PureScript - John A De Goes (LambdaConf 2015)
• John A De Goes: The Easy Peasy Lemon Squeezy, Statically Typed, Purely Functional Programming For All Part 1 (skip first 13 mins) & Part 2
• Getting Started With Purescript
• Functional programming concepts in PureScript - Vincent Orr
• Building Single Page Web Applications with Purescript and Erlang - Claudia Doppioslash (EUC17)
• PureScript by Example - Phil Freeman
• kRITZCREEK blog

PURESCRIPT - ELM

• Building Single Page Web Applications with Purescript and Erlang - Claudia Doppioslash (EUC17)
• Elm in Purescript - Ryan Rempel

PURESCRIPT - HELP

• Google group

PURESCRIPT - PUX (INTERFACE TO REACT)

• PureScript & Pux - Jesse Williamson (Front End Authority, Oct 2016)

PURESCRIPT - TYPES

• PureScript's Type System - Phil Freeman (Haskell Santa Monica 2017)

PURESCRIPT - VIDEOS

• Many videos on Purescript & Haskell - kritzcreek
• PureScript Community

PYTHON

• Moved to Python.markdown (because Github was truncating this page)

R

• RStudio
• DeployR
• Rattle

R - LEARNING

• SwirlStats.com: Learn R, in R
• Hands-On Programming with R - Garrett Grolemund
• The Five Colleges Guide to Statistics With R
• Chromebook Data Science
• Swirl ("Statistics With Interactive R Learning")
• Rachael's R Tutorials - Rachael Tatman
• The Undergraduate Guide to R - Trevor Martin
• Open Courses: Free Data Science Training Courses (DataCamp.com)
• Rabbit: Intro to R - Nicola Sturaro
• Ramarro: R for Developers (advanced R) - Andrea Spanò
• Resources to Help You Learn and Use R - UCLA
• One Page R: A Survival Guide to Data Science with R - Graham Williams
• Impatient R
• Intro to R - Venables, Smith and R Core Team
• Very Short Intro to R - Torfs & Brauer
• Advanced R - Hadley Wickham
• The Analytics Edge - MIT (EdX.org)
• Computing for Data Analysis week 1 videos - Roger Peng, week 2, week 3, week 4 & Coursera course
• Data Analysis videos - Jeff Leek's Coursera course & lecture notes & Coursera course
• Beginner's guide to R: (6-part) Introduction (ComputerWorld) & Beginner's guide to R: Useful resources
• Quick-R
• R Programming - Johns Hopkins University (Coursera)
• The Data Scientist’s Toolbox - Jeff Leek, Roger Peng, Brian Caffo
• The Little Book of R for Time Series
• One Page R
• Rtips - Paul E. Johnson - HTML & PDF
• Advanced Data Analysis From an Elementary Point of View - Cosma Rohilla Shalizi
• OpenIntro Stats textbook & Documentation for 'openintro' R data package
• Twotorials.com (fun 2-min R tutorials)
• Official R manuals
• R for Beginners - Emmanuel Paradis
• R Inferno - Patrick Burns
• Intro to Data Analysis - Hadley Wickham
• Linear Regression Models - Jeff Goldsmith
• Simple R - John Verzani
• icebreakeR
• R Tutorials - William King
• Practical Regression and Anova using R
• R Programming Wikibook
• Using R for Data Analysis and Graphics - JH Maindonald
• Introduction to R (Lam)
• The R Guide - W.J. Owen
• More R books/papers/tutorials/presentations
• R Journal
• R-bloggers
• R on Youtube
• Learning Statistics With R - Dan Navarro
• Introduction to Probability and Statistics Using R (instructions for generating PDF book through R)
• Elements of Statistical Learning
• R Fundamentals and Programming Techiniques - Thomas Lumley
• Creating R Packages: A Tutorial
• Econometrics in R
• Learn R Youtube video channel
• Revolution Analytics Youtube video channel

R - BLOGS

• R-bloggers.com
• Revolutions
• DataScience.la

R - DPLYR

• dplyr documentation

R - EXAMPLES

• RPubs.com
• R vs Python - Round 1 Round 2 Round 3

R - GGPLOT2

• 2-hr talk on "Visualising data with ggplot2" by creator Hadley Wickham
• ggplot2_tutorial.R - Frank Davenport

R - GGVIS

• Ggvis
• Introducing ggvis
• Ggvis Cookbook

R - KNITR

• KnitR (elegant, flexible and fast dynamic report generation with R)
• KnitR in a Knutshell - Karl Broman
• How to Use KnitR - Vanderbilt University
• How to Use Knitr with a Rakefile
• Plain Text, Papers, Pandoc
• KnitrBoostrap
• Blog With KnitR and Jekyll

R - NEURON (VS CODE PLUGIN)

• Data Science in Visual Studio Code using Neuron, a new VS Code extension - Lorenzo Silvestri
• Neuron demos

R - PERFORMANCE

• R: The Good Parts

R - PERFORMANCE - DATA.TABLE

• Data.table rocks! Data manipulation the fast way in R

R - PERFORMANCE - PIVOTAL R

• 20 Minute Guide to Get Started with PivotalR

R - SEARCH

• RSeek.org
• R Site Search
• R mailing list archive

R - SHINY

• Shiny
• Show Me Shiny (live examples)
• Welcome to Shiny (tutorial)
• Summertime with ggvis and shiny

R - TIME SERIES

• CRAN Task View: Time Series Analysis
• History of R Financial Time Series Plotting
• Time Series Analysis With R
• Reading Financial Time Series Data with R - Joseph Rickert

R - VIDEOS

• Basic R tutorial videos
• Expressing Yourself in R (video) - Hadley Wickham

RAILS

• Moved to Ruby.markdown (because Github was truncating this page)

REDIS & RESQUE

• Redis.io: Documentation | Intro | Clients
• Andrew Glover: Asynchronous Processing, Messaging, and Redis/Resque
• The Little Redis Book - Karl Seguin
• Redis Tutorials: Zero to Hero with NoSQL Redis: "You've Got Key Values! A Redis Jump Start"
• Redis Labs' Youtube videos
• Getting Started With Redis: Part 1 | Part 2 | Part 3 | Part 4 | Part 5
• Fun with Ruby and Redis - Javier Ramirez (ArrrCamp 2013)

REDIS - DEPLOYMENT

• redis-ha Helm chart
• redis Helm chart
• Installing a High Available Redis Cluster - Erdem ÖZDEMİR

REDIS - GUIS

• Medis (currently Mac-only): GetMedis.com | Github

REDIS - JSON

• RedisJSON: JSON data type for Redis | Github

REGULAR EXPRESSIONS

• Regex Cheat Sheet - Emma Wedekind
• Regexper.com
• RegEx101.com
• Rubular.com
• LearnPython.org
• EloquentJavascript.net
• Ruby regular expressions cheatsheet

ROBOTICS

ROBOTICS - COZMO

• Cozmo Python SDK - Anki
• cozmo-tools - Dave Touretzky (Carnegie Mellon University)
• Cozmo Voice Commands (CvC) - Riccardo Sallusti
• Cozmo Challenge: Playfully learning how to program - GrinningHermit
• Cozmo Animation Explorer - GrinningHermit
• Cozmo Scratch SDK - Konnor Andrews
• Cozmo Beyond: Collection of projects built with Cozmo SDK - Peter Mitrano
• Cozmo Weather: I taught Cozmo to read the weather forecast - Daniel Wilches
• Cozplay demos - Cozmo games taking advantage of Cozmo's capabilities in unique and engaging ways

RUBY

• Moved to Ruby.markdown (because Github was truncating this page)

RUST

• Rustup.rs: Rust language installer
• Rust Programming Tutorials - dcod/
• awesome-rust
• The Rust Programming Language (book) | Print version savable as PDF | or display in browser using "rustup doc --book" on the command line
• Rust By Example (book / collection of runnable examples): Online & Github (instructions for offline)
• The Rust Rand book
• Rust Crash Course - Traversy Media
• Rust Videos - YouCodeThings
• Intro to Rust - Tensor Programming
• Let's Learn Rust :) - d0nutptr (teaching begins about 27 minutes in)
• rustlings: Small exercises to get you used to reading and writing Rust code
• Gentle Intro to Rust - Steve Donovan | Github
• Learn Rust With Entirely Too Many Linked Lists - Alexis Beingessner
• The Cargo Book
• Rust Tutorial: Learn How to Be Productive in Rust - Nicholas Cameron (Linux.conf.au 2018)
• Idiomatic Rust - Matthias Endler
• What's unique about Rust? - Niko Matsakis (RustLatam 2019)
• Diving Into Rust For The First Time - Niko Matsakis (C++ Now 2017)
• How Rust is Tilde’s Competitive Advantage
• Blockchain in Rust - GeekLaunch
• Is It Time to Rewrite the Operating System in Rust? - Bryan Cantrill
• Rustacean Terminal Chat App in Rust - Samba Diallo
• Chucklefish Taps Rust to Bring Safe Concurrency to Video Games
• A Case for Oxidation: The Rust Programming Language - Sergio Benitez
• Rust 101 - E. Dunham (Linux.conf.au 2017)
• Rust Tutorial - Derek Banas
• Implementing TCP in Rust - Jon Gjengset: Part 1 | Part 2 | Part 3
• Live-coding a linked hash map in Rust - Jon Gjengset
• Defense Against The Wrong Logic: Proactive Rust Coding - Michael Gatozzi (RustLatam 2019)
• Rust programming LANGUAGE fundamentals of Rust, a modern programming language (5 1/2 hours, but recorded December 2015 - Dmitri Nesteruk

RUST - APPS

• bat: cat clone with syntax highlighting and Git integration - David Peter
• ripgrep: recursively searches directories for a regex pattern - Andrew Gallant
• libpnet: Cross-platform, low level networking
• sniffglue: Secure multithreaded packet sniffer
• pcap
• Quiche: implementation of the QUIC transport protocol and HTTP/3 - Cloudflare | Enjoy a slice of QUIC, and Rust! - Alessandro Ghedini

RUST - ASYNC

• Rust Async Programming in 2018 - Katharina Fey (GOTO Copenhagen 2018)

RUST - CRATES

• Crates.io: Rust community's package registry

RUST - DEPLOYMENT

• Secure isolation in Rust: hypervisors, containers, and the future of composable infrastructure - Allison Randal (CodeMesh LDN 2018)

RUST - DIESEL

• Diesel: ORM & Query Builder for Rust: Diesel.rs | Github

RUST - FUNCTIONAL PROGRAMMING

• Introduction to Functional Programming in Rust — Antoni Boucher (Lambda Montreal 2017)

RUST - NEWSLETTERS

• This Week in Rust

RUST - NORIA

• Noria: data-flow for high-performance web applications - MIT
• Rust at speed — building a fast concurrent database - Jon Gjengset

RUST - PODCASTS

• New Rustacean
• Rustacean Station Podcast

RUST - REDOX

• Redox-OS.org: Unix-like Operating System written in Rust | Gitlab | Kernel docs | Std library | Ion manual
• The Redox Book
• After four years, Rust-based Redox OS is nearly self-hosting - Tim Anderson

RUST - ROCKET

• Rocket (web framework) - Sergio Benitez: Github | Overview | Guide | API | Quickstart | Getting Started | Wiki

RUST - TOOLS

• rust-clippy: Lints to catch common mistakes and improve your Rust code

RUST - VIDEOS

• RustLatam 2019
• RustConf Asia 2019 (most talks in Mandarin)
• RustConf: 2019 | 2018 | 2017
• Rust playlists
• RustFest Paris 2018
• Bay Area Rust

RUST - WEB ASSEMBLY

• WebAssembly with Rust - Kevin Hoffman (RustLatam 2019)
• WebAssembly - Rust to JavaScript in under 20 minutes - Scott Batson
• Baby’s First Rust+WebAssembly module: Say hi to JSConf EU! - Lin Clark (JSConf EU 2018)

RUST - YEW

• Yew: Rust framework for building client web apps (Github)
• Yew a Rust+WebAssembly framework for client-side web apps - Denis Kolodin (RustFest Paris 2018)
• Rustlang Project: Todo App (Yew Framework and Web Assembly) - Tensor Programming

SCALA

• Standard Library API | Core Scala API
• Tour of Scala - scala-lang.org | Online Learning Resources
• Awesome Scala (curated Scala resources) - Lauris Dzilums
• Scala School - Twitter
  • Basics
  • Basics Continued
  • Collections
  • Pattern Matching & Functional Composition
  • Type & Polymorphism Basics
  • Advanced Types
  • Simple Build Tool
  • More Collections
  • Testing With Specs
  • Concurrency In Scala
  • Java + Scala
  • Intro to Finagle
  • Searchbird
• Official documentation | Cheatsheet
• All About Scala
• 21 Steps to Get Started with Apache Spark using Scala - Ankit Gupta
• Effective Scala - Marius Eriksen
• Tim Cowlishaw - From Ruby to Scala and back again: Better living through type-checking - Tim Colishaw (Ruby Manor 4.0)
• Scala: The Simple Parts - Martin Odersky (GOTO Conf 2014)
• Scala Best Practices I Wish Someone'd Told Me About - Nicolas Rinaudo
• Scala Exercises
• Typeclasses in Scala - Dan Rosen

SCALA - AKKA

• Akka.io | Documentation | Quickstart
• A Practical Introduction to Akka Streams - Jacek Kunicki (Lambda Days 2017)
• Cloud-Native Applications Meet Cloud-Native Infrastructure - Fabio Tiriticco
• Cloud Native Akka & Kubernetes: the holy grail to elasticity? - Fabio Tiriticco ("J" {"On": "The Beach"} 2018) & Akka Java Middleware: What Goes Inside the Containers Counts - Susan Hall
• Supercharging Marketo's Multi-Tenant Platform By Going Reactive - Marketo (Reactive Summit Montreal 2018)
• Implementing the Reactive Manifesto with Akka - Adam Warski (Lambda Days 2015)
• High Performance Actors - Kiki Carter
• Lessons Learned: Building Scalable & Elastic Akka Clusters on Google Managed Kubernetes - Timo Mechler & Charles Adetiloye (Reactive Summit Montreal 2018)

SCALA - AKKA - AKKA STREAMS

• Akka Streams

SCALA - BLOGS

• Alvin Alexander

SCALA - BOOKS

• Scala By Example - Martin Odersky (free PDF)
• Learning Functional Programming in Scala - Alvin Alexander (free PDF)
• Scala for the Impatient (free PDF; requires registration)
• Scala in Depth (free PDF; requires registration)
• Scala Tutorial (PDF) - TutorialsPoint.com
• Scala Book - Alvin Alexander
• Scala Cookbook
• Hello, Scala
• Functional Programming, Simplified - Alvin Alexander: 400-page preview PDF | Book
• Underscore Books, including Essential Scala

SCALA - COURSES

• AllAboutScala.com
• Coursera: All Scala courses | Functional Programming Principles in Scala - Martin Odersky | Big Data Analysis with Scala and Spark | Functional Program Design in Scala | Functional Programming in Scala Capstone | Specialization: Functional Programming in Scala
• Fundamentals of Scalable Data Science - Romeo Kienzler
• Lightbend Reactive Architecture:
  • Intro to Reactive Principles
  • Domain-Driven Design
  • Reactive Microservices
  • Building Scalable Systems
  • Distributed Messaging Patterns (not yet posted)
  • CQRS & Event Sourcing (not yet posted)

SCALA - EVENT SOURCING/CQRS

• Designing Events-First Microservices - Jonas Bonér (Qcon New York 2018)
• Event Sourcing and CQRS - Lutz Huehnken (Scala Days 2017)
• The Promise of Event Driven Programming with Fast Data - Duncan DeVore (ScalaDays Berlin 2018)

SCALA - FUNCTIONAL PROGRAMMING

• Intro to Functional Programming (in Scala) Francis Toth (Lambda Montreal 2017)
• Jordan Parmer: Let’s Code Real World App Using Purely Functional Techniques (in Scala) | Common Functional Techniques | Functional Programming: Type Systems | Reactive Streams | Other Jordan Parmer Scala FP talks
• Scala functional programming features and more! - Nadim Bahadoor
• Cats: Lightweight, modular, and extensible library for functional programming
• Intro to FP in Scala: Exploring a Toolbox for Solving Problems - Pawel Szulc (LambdaConf λC 2017): Part 1 | Part 2 | Part 3 | Part 4 | Part 5 | Part 6
• Real-World Functional Scala - Chris Birchall (Lambda World 2016)
• Functional Programming Essentials - Kelley Robinson (GOTO 2017)
• Scala Tutorial - LearningJournal.in: Elements of Functional Programming, Part 1 | Elements of Functional Programming, Part 2 | Full playlist
• Functional Programming Principles in Scala - Scala creator Martin Odersky (École Polytechnique Fédérale de Lausanne) Coursera
• Principles of Reactive Programming - Scala creator Martin Odersky, Erik Meijer & Roland Kuhn
• Functional Programming with Scala - Jacek Laskowski (JEE Conf 2015)
• Full Stack Type-safety: Elm with Scala - Choucri Fahed (Lambda Days 2017)
• Cats - A Fresh Look at Functional Programming in Scala - Mike Stew (LambdaConf 2015)
• Intro to Functional Programming in Scala - Joe Barnes
• Programs as Values: Pure Composable Database Access in Scala - Rob Norris
• Online material for the Introduction to Functional Game Programming with Scala workshop - John De Goes

SCALA - FUTURE

• The Last Hope for Scala's Infinity War - John A. De Goes (Scalapeño 2018)

SCALA - GRAPHQL

• GraphQL Scala Tutorial - Mariusz Nosiński

SCALA - INTELLIJ

• IntelliJ Tutorial

SCALA - LAGOM

• Lagom: open source framework for reactive microservice systems in Java or Scala, built on Akka and Play | Github | Docs | Getting Started | StackOverflow | Blog
• What Can Lagom Do For You? - Renato Cavalcanti (µCon London 2018)

SCALA - SBT

• Getting Started | SBT: The Missing Tutorial - Shekhar Gulati

SCALA - SCALA.JS

• Scala.js | Docs | Tutorials | Libraries

SCALA - SCALA NATIVE

• Scala-Native.org | Github

SCALA - SCALAZ

• The Design of the Scalaz 8 Effect System - John A. De Goes (scale.bythebay.io)

SCALA - STTP

• sttp: the Scala HTTP client that you always wanted! - Adam Warski (ScalaDays New York 2018

SCALA - TESTING

SCALA - TESTING - SCALATEST

• Website | Quick Start | User Guide | At a Glance | ScalaDoc | Install

SCALA - VIDEOS

• SF Scala
• Scala Days: New York 2018 | Berlin 2018 Berlin 2018 Keynotes | 2017 | 2016
• Scala -- the Simple Parts - Martin Odersky (SF Scala 2014)
• Scala: Beyond the Basics - Christopher Batey
• Scalawags
• Learn Scala in One Video - Derek Banas
• Scala for the Intrigued - Dr. Venkat Subramaniam
• Big Data Pipelines With Scala - Gleb Kanterov (λC 2017)- Part 1 | Part 2
• Scala: The Simple Parts - Martin Odersky (SF Scala)
• Essential Scala: Six Core Principles for Learning Scala - Noel Welsh (Scala Days 2015 Amsterdam)
• Why Scala? - Venkat Subramaniam
• Scala with Style - Martin Odersky
• Demystifying Scala - Kelley Robinson (GOTO 2017)
• Effective Scala - Josh Suereth (DEVOXX 2016)
• Tim Cowlishaw - From Ruby to Scala and back again: Better living through type-checking - Tim Colishaw (Ruby Manor 4.0)
• Scala: The Simple Parts - Martin Odersky (GOTO Conf 2014)
• Scala talks: Confreaks.tv & Youtube

SCIENCE FICTION (SCI FI)

• Mindwebs: Science Fiction stories read by Michael Hanson

SCRATCH

• Programming in Scratch - Harvey Mudd College (edX)

SECURITY

• Frank Abagnale: "Catch Me If You Can" | Talks at Google
• The Thoughtbot Guide to Application Security - Mike Burns
• Awesome Hacking: A collection of awesome lists for hackers, pentesters & security researchers
• A landscape of unintended consequences - Sarah Allen (Code Mesh LDN 2019)
• BadSSL.com - See how your browser behaves when SSL is incorrectly configured
• Computer Systems Security - MIT
• Critical Code in Millions of Macs Isn't Getting Apple's Updates

SECURITY - AUTH/AUTH

SECURITY - AUTH/AUTH - KEYCLOAK

• Building an effective identity and access management architecture with Keycloak - Sebastien Blanc (VoxxedDays Minsk 2019)
• How to secure your Microservices with Keycloak - Thomas Darimont (VoxxedDays Luxembourg 2019)
• Keycloak Deep Dive - Stian Thorgersen

SECURITY - AUTH/AUTH - TOKENS

• API Tokens: A Tedious Survey - Thomas Ptacek
• A Child’s Garden of Inter-Service Authentication Schemes - Thomas Ptacek

SECURITY - ENCRYPTION

• Crypto101 (free in-depth cryptography book) - Laurens Van Houtven & PyCon US 2013 talk
• Cryptography Tutorial - Joe Armstrong
• How Hash Algorithms Work - ?
• Enabling HTTPS on Your Servers - Chris Palmer & Matt Gaunt
• Let's Encrypt - "lets site operators turn on and manage HTTPS with simple commands"
• Awesome Cryptography
• Encryption Works: How to Protect Your Privacy in the Age of NSA Surveillance - Micha Leee (Freedom of the Press Foundation)

SECURITY - ENCRYPTION - FREE CERTS

• Using SSL certificates from Let’s Encrypt in your Kubernetes Ingress via cert-manager - Flant staff
• LetsEncrypt.org | Github | Twitter
• Free HTTPS certs for all – Let's Encrypt opens doors to world+dog

SECURITY - ENCRYPTION - SSL

• Dave Crabbe: Intro to Digital Certificates | Chain of Trust
• SSL & HTTPS - Nickolai Zeldovich (MIT)
• Mozilla SSL Configuration Generator

SECURITY - WEB

• Mobile API Security Techniques - Skip Hovsmith: Part 1 | Part 2 | Part 3 | More Skip Hovsmith
• Defense Against the Dark Arts: CSRF Attacks - Richard Feldman

SHOPPING TOOLS

• CamelCamelCamel
• Nifti
• PriceGrabber
• ShopSavvy
• TheWireCutter

STATISTICAL ANALYSIS

• Data Science Resources - Adi Bronshtein

STATISTICAL ANALYSIS - INTRO TO

• Data Science Masters: Github & website
• Intro to Statistics - Thomas Haslwanter: HTML | PDF | Github (with full sourcecode)
• Learning From Data - Yaser Abu-Mostafa (Caltech)
• An Introduction to Statistical Learning With Applications in R - Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani & PDF & Videos
• Elements of Statistical Learning, 2nd ed
• Learning Statistics will Save Your Life - John Paul Ashenfelter (MountainWest RubyConf 2015)

STATISTICAL ANALYSIS - PRINCIPAL COMPONENT ANALYSIS

• Principal Component Analysis (PCA) - Luis Serrano

STATISTICAL ANALYSIS - SUPPORT VECTOR MACHINES (SVMS)

• How Support Vector Machines work / How to open a black box - Brandon Rohrer
• Support Vector Machine (SVM) Tutorial - Abhishek Ghose

STATISTICAL ANALYSIS - TIME SERIES

• Introduction to Computational Finance and Financial Econometrics - Eric Zivot
• Variety of Eric Zivot PDFs for Econ 584 including Vector Autoregressive Models for Multivariate Time Series

STATISTICAL ANALYSIS - VIDEOS

• Data by the Bay 2016
• Strata Conference 2014 videos
• Strata Conference 2013 videos

SVG

• Pocket Guide to Writing SVG - Joni Trythall

TASK WARRIOR

• TaskWarrior.org | Getting Started | Docs | Syntax
• tasksched: A new Elm UI for Task Warrior - Kamila Součková

TESTING

• High Cost Tests and High Value Tests - Noel Rappin (GOTO 2018)
• Testing Microservices, the sane way - Cindy Sridharan
• TDD, Where Did It All Go Wrong - Ian Cooper (DevTernity 2017)
• Ruby-Toolbox - Testing tools
• Testing of Microservices - André Schaffer
• Let's Make Testing Fun Again - Noel Rappin (WindyCityRails2012)
• Test Your Legacy Rails Code - Noel Rappin (Ruby Midwest 2011)
• Jenkins User Conference San Francisco 2012 videos
• Breaking Up With Your Test Suite - Justin Searls (AncientCity Ruby 2014)

TESTING - CONTINUOUS INTEGRATION

• Ruby-Toolbox - Continuous Integration
• Deconstructing Travis - Josh

TESTING - CONTINUOUS INTEGRATION - CONCOURSE & FLY

• Concourse-ci.org | Docs | Articles | Github | StackOverflow | Development | Forum

TESTING - CONTINUOUS INTEGRATION - JENKINS

• Jenkins User Handbook (PDF)
• Jenkins Tutorial (PDF) - TutorialsPoint.com
• Jenkins Kubernetes Operator
• Helm Chart
• Continuously delivering apps to Kubernetes using Helm (Adnan Abdulhussein - Bitnami)
• Jenkins User Conference London 2015
• Jenkins talks - Confreaks.tv
• Jenkins User Conference San Francisco 2012
• Jenkins User Conference Palo Alto 2013

TESTING - COVERAGE

• SimpleCov, RCov
• Ruby-Toolbox - Code Metrics

TESTING - DEBUGGING

• How to Debug Anything - James Golick (GoRuCo 2014)

TESTING - INTEGRATION TESTS

• Ruby-Toolbox - Browser Testing
• Ruby-Toolbox - Distributed Testing

TESTING - MOCKS

• Yay! Mocks! - Corey Haines (Aloha Ruby Conf 2012)
• Mock Objects in Discovery Tests - Justin Searls

TESTING - MODELING

• Finding bugs without running or even looking at code - Jay Parlar (StrangeLoop 2019)
• Alloy - model checker

TESTING - PRODUCTION

• Testing in Production, the safe way - Cindy Sridharan
• Testing in Production: the hard parts - Cindy Sridharan
• I Test in Prod - Charity Majors

TESTING - PRODUCTION - REPLAY TRAFFIC

• GoReplay: open-source tool for capturing and replaying live HTTP traffic into a test environment in order to continuously test your system with real data | Github
• TCPReplay | Github

TESTING - PROPERTY-BASED TESTING

• How to specify it! A guide to writing properties of pure functions - John Hughes (LambdaDays 2020)
• Property based tests for the masses - Romeu Moura (CodeMesh LDN 2018)

TESTING - UNIT TESTS

• Why Is a Math Proof Like a Unit Test? - Daniela Wellisz (GoGaRuCo 2012)

TMUX

• Tmux Quickstart Guide - Sam Livingston-Gray
• Humans Present: tmux - Thoughtbot
• Keegan Lowenstein: Benefits of using tmux - lessons from streamlining a dev environment & Tmux & Vim - even better together
• A tmux Primer (on persistent remote sessions) - Daniel Miessler
• ArchLinux Tmux wiki
• The Tao of Tmux
• 10 Killer Tmux Tips - Benjamin Tan Wei Hao
• Impressive Ruby Productivity with Vim and Tmux - Chris Hunt & Ancient City Ruby 2013
• man page
• FAQ
• Pair Programming With Tmux - Flaviu Simihaian

TMUX - AUTOMATION / SCRIPTING

• tmuxp
• TmuxP documentation

TMUX - BASICS

• A Tmux Primer - Daniel Miessler
• Tmux: A Simple Start - Glenn Goodrich
• Intro to Tmux (NetTuts)
• Tmux Crash Course (Thoughtbot)
• Tmux - The Terminal Multiplexer - part 1 & part 2

TMUX - CHEATSHEETS

• Terminal Multiplexers: Screen, Tmux
• Tmux Cheatsheet (Mohamed Alaa)
• Tmux Cheatsheet (Niklas Ottoson)
• Tmux Cheat Sheet & Quick Reference
• Tmux Cheatsheet (Alvin Alexander) & PDF
• Tmux Cheatsheet (Andrey Vit)

TMUX - MACOS

• A better copy/paste flow for tmux on MacOS - Sidharth Shanker

TMUX - PLUGINS

• Tmux Plugin Manager
• Tmux Plugins & Tools
• vim-tmux-navigator - Chris Toomey & cheatsheet

TMUX - RESURRECT

• tmux-resurrect: Persists tmux environment across system restarts
• Undo last session save on Tmux Resurrect - Pasindu Rumal Perera

UML

• ArgoUML
• PlantUML

USABILITY

• Ruby-Toolbox - A/B Testing
• Building the Web for Everyone - Greg Tarnoff (MadisonRuby 2012)
• Your User: The Animal - Hampton Catlin (MadisonRuby 2012)

VIM (YEAH, IT'S THE BEST... THOUGH I NOW USE IT INSIDE VISUAL STUDIO CODE)

• Ian Langworth: Vim After 15 Years | Everything I Missed in "Vim After 11 Years" | Vim After 11 Years
• Full Vim documentation + Vim FAQ (downloadable PDF)
• A vim Tutorial and Primer - Daniel Miessler
• Boost Your Coding Fu With Visual Studio Code and Vim - Jaime González García
• VimDoc
• vim.wikia.com
• Vimcasts.org
• Vim London videos
• Vim talks - Confreaks.tv
• VimNinjas.com
• OpenVim tutorial
• UseVim.com
• vim + tmux - OMG!Code - Nick Nisi
• Learn to speak vim – verbs, nouns, and modifiers! - Yan Pritzker
• The grammar of Vim - Rafe Colburn
• MinuteVimTricks
• vi and vim editor: Tutorial and advanced features
• Vim graphical cheat sheet-based tutorial
• Buffers, windows & tabs
• Write code faster: expert-level vim - Ben Orenstein (Railsberry 2012)
• Vim Tips With Ben (Orenstein)
• Derek Wyatt videos - Novice, Intermediate and Advanced
• Impressive Ruby Productivity with Vim and Tmux
• Vim Commands Cheat Sheet
• Cheatsheet
• NerdTree: Guide Cheatsheet add a file
• Vundle plug-in manager
• A Byte of Vim
• Vi/Vim notes - Darin Brezeale
• How I Boosted My Vim - Vincent Driessen
• Faster Grepping in Vim - Dan Croak & More vim tips from Thoughtbot

VIM - PLUGINS & DOCS

• VimAwesome.com
• ack.vim
• Asynchronous Lint Engine (A.L.E.)
• Command-T
• Ctrl-P
• ctags & Using Vim and Exuberant CTags for easy source navigation Manual & FAQ
• ctrlp.vim
• fzf (fuzzy find)
• gist.vim
• jslint.vim
• NERDTree & video tutorial
• Recover.vim
• Silver Searcher (ag)
• snipmate & video tutorial
• supertab
• syntastic
• tabular
• vim-coffee-script
• vim-fugitive & VimCasts & Painless Merge Conflict Resolution in Git
• vim-gitgutter
• vim-ipython
• vim-polyglot
• vim-rails
• vim-rake
• vim-rspec
• vim-ruby
• vim-ruby-debugger
• vim-ruby-refactoring & Check out this excellent refactoring plugin - Justin Ram
• vim-surround
• vim-textobj-rubyblock & A text-object for ruby blocks - Drew Neil
• vim-unimpaired | Unimpaired Cheatsheet
• vundle

VIM - JAVASCRIPT

• jslint.vim

VIM - NEOVIM

• NeoVim.io

VIM - PYTHON

• Vim as a Python IDE - Martin Brochhaus

VIM - SPACEMACS

• Spacemacs Documentation & Github
• Evil Mode: Or, How I Learned to Stop Worrying and Love Emacs - Aaron Bieber
• Spacemacs ABC videos - Eivind Fonn
• Migrating from Vim
• Quick Start | FAQ
• Evil-Tutor
• Cheat Sheet
• Spacemacs (Vim mode) Cheatsheet - Jason J

VIM - SPACEMACS - ALCHEMIST (ELIXIR)

• Alchemist docs | Alchemist (Github) | Wiki
• Elixir With Alchemist
• Alchemist Quick Reference Card (Spacemacs Version)

VIM - TMUX

• vim-tmux-navigator
• vim-tmux-runner

VIM - VIMSCRIPT

• Learn Vimscript the Hard Way - Steve Losh
• Scripting the Vim editor - Damian Conway:
  • Part 1: Variables, values, and expressions: HTML & PDF
  • Part 2: User-defined functions: HTML & PDF
  • Part 3: Built-in lists: HTML & PDF
  • Part 4: Dictionaries: HTML & PDF
  • Part 5: Event-driven scripting and automation: HTML & PDF
• More instantly better Vim - Damian Conway (OSCON 2013)

VISUAL STUDIO CODE (VSCODE)

• Visual Studio Code - Microsoft (but cross-platform) | Docs | Blog | GitHub
• Visual Studio Code tips and tricks - Matt Bierner
• VS Code Tips and Tricks - Microsoft
• VS Code can do that?!

VPN (VIRTUAL PRIVATE NETWORK)

VPN (VIRTUAL PRIVATE NETWORK) - WIREGUARD

• What is Wireguard? Explaining a New VPN Protocol and How it Compares to OpenVPN - All Things Secured
• WireGuard: Next Generation Secure Network Tunnel - Jason Donenfeld

WEB ASSEMBLY

• WebAssembly: How and Why - Milica Mihajlija
• Compiling for the Web with WebAssembly (Google I/O '17)
• Will WebAssembly overtake JavaScript in Web Development? - Seth Samuel (Empire Node 2016)

WEB COMPONENTS

• Web.Dev 4: Web Components - Adam Tuliper
• Why You Should Be Using Web Components Right Now. And How. - Phil Leggetter
• The Web Components Revolution is Here - Eric Bidelman (April 2014)

WEB COMPONENTS - POLYMER

• All About Polymer at SFHTML5 (April 2014)
• yo polymer - Addy Osmani (dotJS 2013)

WEATHER (NOT PROGRAMMING-RELATED, JUST USEFUL)

• National Weather Service - Nationwide radar loop
• National Weather Service - New York metro radar loop

WINDOWS

WINDOWS - CHOCOLATEY (PACKAGE MANAGER)

• Chocolatey.org | Docs | Getting started courses | Resources | Wiki | Github
• Youtube videos

WINDOWS - DOCKER

• Windows Containers - Microsoft: About | Documentation
• Deploy your Web App in Windows Containers on Azure App Service - Azure Friday (Microsoft)

WINDOWS - MISCELLANEOUS

• Uncap: Map Caps Lock to Escape, or any key to any key - Susam Pal

WINDOWS - POWERSHELL

• PowerShell Master Class - John Savill
  • PowerShell Fundamentals
  • Connecting Commands Together
  • PowerShell Remoting
  • Getting Ready for DevOps With PowerShell and VS Code
  • PowerShell Scripting
  • Advanced Scripting Techniques
  • Data & Objects
  • Desired State Configuration
  • Automation
• Writing Award Winning PowerShell Functions and Script Modules - Mike Robbins (PowerShell & DevOps Global Summit 2018)
• PowerShell: Writing Functions - Bryan Cafferky
• Learn Windows PowerShell in a Month of Lunches - Don Jones

WINDOWS - WINDOWS SUBSYSTEM FOR LINUX (WSL)

• Windows Subsystem for Linux (WSL): The Ultimate Guide - Adam the Automator
• Get started with the Windows Subsystem for Linux - Microsoft
• Windows Subsystem for Linux (WSL) Tutorial & How To - Gary Explains
• Developing on Windows with WSL2 (Subsystem for Linux), VS Code, Docker, and the Terminal - Scott Hanselman
• Tutorial: Install Linux on Windows with Windows Subsystem for Linux - DataQuest
• How to Use Windows Subsystem for Linux 2 and Windows Terminal - Michael Wanyoike
• How to Run a Linux Desktop Using the Windows Subsystem for Linux - Christian Cawley

WRITING/PUBLISHING

• GitBook
• LeanPub | Frontmatter (podcast)
• Softcover.io

WRITING/PUBLISHING - ASCIIDOC EDITORS

• AsciiDoctor - AsciiDoc Writer’s Guide
• AsciiDoc
• AsciiDoc Cheatsheet
• asciidoc-vim

WRITING/PUBLISHING - LITERATE PYTHON

• Literate Python

WRITING/PUBLISHING - MARKDOWN

• Bookdown
• Ghostwriter
• Gumroad
• Obsidian
• Standard Notes
• Zettler
• Kindle Direct Publishing
• Markdown
• Markdown: The Easy Way to Write, Edit & Format Your Book - Carla King
• Marked 2 (not free but apparently awesome previewer)
• mdBook: Create book from markdown files. Like Gitbook but implemented in Rust | Documentation (itself an mdBook)
• MultiMarkdown Composer v4 (Mac only)
• Softcover.io
• StackEdit (In-browser)
• The Tools I Use to Write Books - Thorsten Ball
• Typora (closed-source & free as of 1 October 2019 but will eventually be non-free)

WRITING/PUBLISHING - PANDOC

• Pandoc: Universal Document Converter | User's Guide (online) | User's Guide (PDF)
• Writing a Book with Pandoc, Make, and Vim - Vladimir Keleshev
• [Imagine: Pandoc filter to process codeblocks into images and/or ascii