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
Other Useful Websites
Other Useful GitRrpo
Blogs and Webinar
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
Title and Source
Link
Introduction to Machine Learning with scikit-learn
dataschool
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
Title and Source
Link
Introduction to Deep Learning(6.S191) MIT
YouTube
Deep Learning NYU
WebSite
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
WebSite 2021
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
Natural language processing
Title and Source
Link
Natural Language Processing AWS
YouTube
NLP - Krish Naik
YouTube
NLP with Deep Learning(CS224N) 2019 Stanford
YouTube
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
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
Huggingface Course
huggingface.co
Title and Source
Link
Introduction to Docker
Docker
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
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
Recommendation algorithms and System design
Machine Learning System Design