Probability and Statistics

• Stat 110: Probability
• An Introduction to Statistical Learning
• MIT RES.6-012 Introduction to Probability, Spring 2018
• MITx: Probability - The Science of Uncertainty and Data
• A First Course in Probability
• Seeing Theory - A visual introduction to probability and statistics.
• Practical Statistics for Data Scientists
• OpenIntro Statistics
• Statistical Inference - Casella
• Statistical Rethinking
• Statistical Rethinking - Python

Linear Algebra

• Linear Algebra Done Right
• Linear Algebra Done Wrong

Data Science and Machine Learning

• An introduction to generalized linear models
• Linear Models with R
• Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems - Aurélien Géron
• Designing Machine Learning Systems
• Python Machine Learning
• Mathematics for Machine Learning
• Data Science from Scratch

Others

• Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems

Datasets

• Papers With Code