ML Courses

Basic

📕 CMU: 11-785 Intro to Deep Learning Youtube Playlist

📕 MIT: 6S191 Deep Learning Youtube Playlist / Course Webpage

📕 Fast.ai: Practical Deep Learning for Coders Course / Youtube Playlist / Ethics

📕 CMU: CS Theory Toolkit Youtube Playlist

📕 DeepMindxUCL: Deep Learning Youtube Playlist

📕 Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control Youtube Playlist

  • super good explanation about SVD

📕 MLCourse.ai: Youtube Playlist

📕 Stanford: Neural Networks for Visual Recognition Youtube Playlist / Course Webpage


Maths & Statistics

📕 MIT: Statistics for Applications: MIT OpenCourseware Videos / Lecture Slides

📕 MIT: 18.06SC Linear Algebra Youtube Playlist

📕 MIT: 6.041 Probabilistic Systems Analysis and Applied Probability Youtube Playlist

📕 CMU: 10-708 Probabilistic Graphical Model Youtube Playlist / Course Webpage


NLP

📕 Stanford: CS224N NLP with Deep Learning Youtube Playlist / Resource

📕 Fast.ai: A Code-First Intro to Natural Language Processing Course / Youtube Playlist

📕 CMU: Low-resource NLP Bootcamp 2020 Youtube Playlist

📕 CMU: CS11-737 Multilingual Natural Language Processing Youtube Playlist

📕 CMU: Algorithms for NLP Course Website

📕 AWS+MLU Course / Youtube Playlist ** very basic one


Others

📕 Introduction to Quantum Computing and Quantum Hardware Youtube Playlist