d0r1h/ML-University

Machine Learning Open Source University

A Free Machine Learning University

Machine Learning Open Source University is an IDEA of free-learning of a ML enthusiast for all other ML enthusiast

This list is continuously updated - And if you are a Ml practitioner and have some good suggestions to improve this or have somegood resources to share, you create pull request and contribute.

Table of Contents

1. Getting Started
2. Mathematics
3. Machine Learning
4. Deep Learning
5. Natural language processing
6. Reinforcement learning
7. Books
8. ML in Production
9. Quantum ML
10. DataSets
11. Other Useful Websites
12. Other Useful GitRrpo
13. Blogs and Webinar
14. Must Read Research Paper
15. Company Tech Blogs

Getting Started

Title and Source	Link
Elements of AI : Part-1	WebSite
Elements of AI : Part-2	WebSite
CS50’s Introduction to AI Harvard	Cs50 WebSite
Intro to Computational Thinking and Data Science MIT	WebSite
Practical Data Ethics	fast.ai
Machine learning Mastery Getting Started	machinelearningmastery
Design and Analysis of Algorithms MIT	ocw.mit.edu
AI: Principles and Techniques Stanford	YouTube
The Private AI Series	openmined

Mathematics

Title and Source	Link
Statistics in Machine Learning (Krish Naik)	YouTube
Computational Linear Algebra for Coders	fast.ai
Linear Algebra MIT	WebSite
Statistics by zstatistics	WebSite
Essence of linear algebra by 3Blue1Brown	YouTube
SEEING THEORY (Visual Probability) brown	WebSite
Matrix Methods in Data Analysis,and Machine Learning MIT	WebSite
Math for Machine Learning	YouTube
Statistics for Applications MIT	YouTube

Machine Learning

Title and Source	Link
Introduction to Machine Learning with scikit-learn	dataschool
Introduction to Machine Learning	sebastianraschka
Open Machine Learning Course	mlcourse.ai
Machine Learning (CS229) Stanford	WebSite YouTube
Introduction to Machine Learning MIT	WebSite
Machine Learning Systems Design 2021 (CS329S) Stanford	WebSite
Applied Machine Learning 2020 (CS5787) Cornell Tech	YouTube
Machine Learning for Healthcare MIT	WebSite
Machine Learning for Trading Georgia Tech	WebSite
Introduction to Machine Learning for Coders	fast.ai
Machine Learning Crash Course	Google AI
Machine Learning with Python	freecodecamp
Deep Reinforcement Learning:CS285 UC Berkeley	YouTube
Probabilistic Machine Learning University of Tübingen	YouTube
Machine Learning with Graphs(CS224W) Stanford	YouTube
Machine Learning in Production CMU	WebSite
Machine Learning & Deep Learning Fundamentals	deeplizard
Interpretability and Explainability in Machine Learning	WebSite
Practical Machine Learning 2021 Stanford	WebSite
Machine Learning VU University	WebSite
Machine Learning for Cyber Security Purdue University	YouTube
Audio Signal Processing for Machine Learning	YouTube
Machine learning & causal inference Stanford	YouTube
Machine learning cs156 caltech	YouTube
Multimodal machine learning (MMML) CMU	WebSite YouTube
Advanced Topics in Machine Learning Caltech	WebSite

Deep Learning

Title and Source	Link
Introduction to Deep Learning(6.S191) MIT	YouTube
Introduction to Deep Learning	sebastianraschka
Deep Learning NYU	WebSite 2021
Deep Learning (CS182) UC Berkeley	YouTube
Deep Learning Lecture Series DeepMind x UCL	YouTube
Deep Learning (CS230) Stanford	WebSite
CNN for Visual Recognition(CS231n) Stanford	WebSite-2020 YouTube-2017
Full Stack Deep Learning	WebSite2021
Practical Deep Learning for Coders, v3	fast.ai
Deep Learning Crash Course 2021 d2l.ai	YouTube
Deep Learning for Computer Vision Michigan	WebSite
Neural Networks from Scratch in Python by Sentdex	YouTube
Keras - Python Deep Learning Neural Network API	deeplizard
Reproducible Deep Learning	sscardapane.it
PyTorch Fundamentals	microsoft
Geometric Deep Learing (GDL100)	geometricdeeplearning
Deep learning Neuromatch Academy	neuromatch
Deep Learning for Molecules and Materials	WebSite
Deep Learning course for Vision	arthurdouillard.com
Deep Multi-Task and Meta Learning (CS330) Stanford	WebSite YouTube
Deep Learning Interviews book	WebSite
Deep Learning for Computer Vision 2021	YouTube
Deep Learning 2022 CMU	YouTube
UvA Deep Learning	WebSite

Natural language processing

Title and Source	Link
Natural Language Processing AWS	YouTube
NLP - Krish Naik	YouTube
NLP with Deep Learning(CS224N) 2019 Stanford	YouTube 2021
A Code-First Introduction to Natural Language Processing	fast.ai
CMU Neural Nets for NLP 2021 Carnegie Mellon University	YouTube
Speech and Language Processing Stanford	WebSite
Natural Language Understanding (CS224U) Stanford	YouTube 2022
NLP with Dan Jurafsky and Chris Manning, 2012 Stanford	YouTube
Intro to NLP with spaCy	YouTube
Advanced NLP with spaCy	website
Applied Language Technology	website
Advanced Natural Language Processing Umass	website YouTube 2020
Huggingface Course	huggingface.co
NLP Course Michigan	github
Multilingual NLP 2020 CMU	YouTube
Advanced NLP 2021 CMU	YouTube
Transformers United stanford	Website YouTube
CS324 Large Language Models	Website

Reinforcement learning

Title and Source	Link
Reinforcement Learning(CS234) Stanford	YouTube-2019
Introduction to reinforcement learning DeepMind	YouTube-2015
Reinforcement Learning Course DeepMind & UCL	YouTube-2018
Advanced Deep Learning & Reinforcement Learning	YouTube
DeepMind x UCL Reinforcement Learning 2021	YouTube

Books

Title and Source	Link
Scientific Python Lectures	ScipyLectures
Mathematics for Machine Learning	mml-book
An Introduction to Statistical Learning	statlearning
Think Stats	Think Stats
Python Data Science Handbook	Python For DS
Natural Language Processing with Python - NLTK	NLTK
Deep Learning by Ian Goodfellow	deeplearningbook
Dive into Deep Learning	d2l.ai
Approaching (Almost) Any Machine Learning Problem	AAANLP
Neural networks and Deep learning	neuralnetworksanddeeplearning
AutoML: Methods, Systems, Challenges (first book on AutoML)	automl
Feature Engineering and Selection	bookdown.org
Introduction to Machine Learning Interviews Book	huyenchip.com
Hands-On Machine Learning with R	website
Zero to Mastery TensorFlow for Deep Learning Book	dev.mrdbourke.com/
Introduction to Probability for Data Science	probability4datascience
Graph Representation Learning Book	cs.mcgill.ca
Interpretable Machine Learning	christophm
Computer Vision: Algorithms and Applications, 2nd ed.	szeliski.org

ML in Production

Title and Source	Link
Introduction to Docker	Docker
MLOps Basics	GitHub
Effective MLOps: Model Development	wandb

Quantum ML

Title and Source	Link
Quantum machine learning	pennylane.ai

DataSets

Title and Source	Link
Yelp Open Dataset	yelp
Machine Translation	website
IndicNLP Corpora (Indian languages)	ai4bharat
Amazon product co-purchasing network metadata	snap.stanford.edu/
Stanford Question Answering Dataset (SQuAD)	website

Other Useful Websites

1. Papers with Code
2. Two Minute Papers - Youtube
3. The Missing Semester of Your CS Education
4. Workera : Measure data-AI skills
5. Machine learning mastery
6. From Data to viz: Guide for your graph
7. datatalks club
8. Machine Learning for Art
9. applyingml
10. Deep Learning Drizzle
11. The Machine & Deep Learning Compendium
12. connectedpapers - Research Papers
13. Papers and Latest Research - deepai
14. Tracking Progress in NLP
15. NLP Blogs by Sebastian Ruder
16. labmlai for papers

Other Useful GitRepo

1. Applied-ml - Papers and blogs by organizations
2. List Machine learning Python libraries
3. ML From Scratch - Implementations of models/algorithms
4. What the f*ck Python?
5. scikit-learn user guide: step-step approach
6. NLP Tutorial Code with DL
7. awesome-mlops
8. Text Classification Algorithms: A Survey
9. ML use cases by company

Blogs and Webinar

1. Recommendation algorithms and System design
2. Machine Learning System Design
3. Lil'BLog

Must Read Research Paper

NLP [Text]

1. Text Classification Algorithms: A Survey
2. Deep Learning Based Text Classification: A Comprehensive Review
3. Compression of Deep Learning Models for Text: A Survey
4. A Survey on Text Classification: From Shallow to Deep Learning
5. A Survey of Transformers
6. AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing
7. Graph Neural Networks for Natural Language Processing: A Survey
8. A Survey of Data Augmentation Approaches for NLP
9. A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios
10. Evaluation of Text Generation: A Survey
11. A Survey of Transfer learning In NLP
12. A Systematic Survey of Prompting Methods in NLP

OCR [Optical Character Recognition]

1. Survey of Post-OCR Processing Approaches

Company Tech Blogs

1. AssemblyAI
2. Grammarly
3. Huggingface
4. Uber
5. Netflix
6. Spotify Research | Engineering