List learning resources for self-teaching, or resources for getting a degree
Audio Preference
If you enjoy audio for learning, setting this to Audio-Heavy will move as much as possible to the Audio section. Eg, if a book has both paper & audiobook, it's listed in audio. This includes some videos which do a good job orating!
Importance
Format
Video→Audio
Difficulty
Engagement
Topic
Main
Machine learning track - 75% of your learning time.
Complete In Order
Inspiration | Optional
Basics
Machine learning Basics. Let the games begin!
Complete All
Andrew Ng Coursera Course
TGC Machine Learning
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems 2nd Edition
More
Deep Learning
Technology
Math
ML math learning track - 25% of your learning time
Complete In Order
Math Primer PDF | Optional
Mathematics for Machine Learning
Linear Algebra
Calculus
Statistics & Probability
Other
Audio
Supplementary audio learning. For driving / chores / exercise