Course Resources

Table of Contents

(Last updated: Jan 23, 2024)

This page curates a list of resources that are used or referenced in this course. These resources also inspired the development of this course.

PDF Books

Below is a list of books (in PDF form).

Web Books

Below is a list of web books (in HTML form).

Machine Learning Courses

Below is a list of course notes and materials for machine learning.

Statistics Courses

Below is a list of course notes and materials for statistics.

Data Science Courses

Below is a list of course notes and materials for data science.

Deep Learning Courses

Below is a list of course notes and materials for deep learning.

Computer Vision Courses

Below is a list of course notes and materials for computer vision.

Natural Language Processing Courses

Below is a list of course notes and materials for natural language processing.

Reinforcement Learning Courses

Below is a list of course notes and materials for reinforcement learning.

Videos

Below is a list of online learning videos.

Others

Below is a list of other resources for self-learning.

Below is a list of resources that describe how to build a Jupyter Book.