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
Getting Started
Mathematics
Machine Learning
Deep Learning
Natural language processing
Reinforcement learning
Books
ML in Production
Quantum ML
DataSets
Other Useful Websites
Other Useful GitRrpo
Blogs and Webinar
Must Read Research Paper
Company Tech Blogs
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
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
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
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
Title and Source
Link
Introduction to Docker
Docker
MLOps Basics
GitHub
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
Papers with Code
Two Minute Papers - Youtube
The Missing Semester of Your CS Education
Workera : Measure data-AI skills
Machine learning mastery
From Data to viz: Guide for your graph
datatalks club
Machine Learning for Art
applyingml
Deep Learning Drizzle
The Machine & Deep Learning Compendium
connectedpapers - Research Papers
Papers and Latest Research - deepai
Tracking Progress in NLP
NLP Blogs by Sebastian Ruder
labmlai for papers
Applied-ml - Papers and blogs by organizations
List Machine learning Python libraries
ML From Scratch - Implementations of models/algorithms
What the f*ck Python?
scikit-learn user guide: step-step approach
NLP Tutorial Code with DL
awesome-mlops
Text Classification Algorithms: A Survey
ML use cases by company
Recommendation algorithms and System design
Machine Learning System Design
Lil'BLog
NLP [Text]
Text Classification Algorithms: A Survey
Deep Learning Based Text Classification: A Comprehensive Review
Compression of Deep Learning Models for Text: A Survey
A Survey on Text Classification: From Shallow to Deep Learning
A Survey of Transformers
AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing
Graph Neural Networks for Natural Language Processing: A Survey
A Survey of Data Augmentation Approaches for NLP
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios
Evaluation of Text Generation: A Survey
A Survey of Transfer learning In NLP
A Systematic Survey of Prompting Methods in NLP
OCR [Optical Character Recognition]
Survey of Post-OCR Processing Approaches
AssemblyAI
Grammarly
Huggingface
Uber
Netflix
Spotify Research | Engineering