List of Ebooks for Data Science

The Law - The mathematical foundations #

• Statistical Inference - Casella & Berger
• Foundations of Applied Mathematics

History - Foundational works that provide additional context for more advanced concepts #

• Convex Optimization - Boyd & Vandenberghe

• Probability Theory: The Logic of Science - Jaynes

• Clean Code - Martin

Poetry - Prose type works #

• The Art of Data Analysis

• Why Predictions Fail

• Weapons of Math Destruction

Major Prophets - Seminal works on major topics #

• Applied Regression Analysis - Draper & Smith

• The Data Warehouse Toolkit - Kimball

• Bayesian Data Analysis - Gelman

• Forecasting: Principles and Practices - Hyndman & Athanasopoulos

Minor Prophets - Important works, but not quite at the level of the DS Major Prophets #

• Mostly Harmless Econometrics

• Causal Inference for the Brave and True

Trustworthy Online Controlled Experiments

The Gospels - The fulfillment of the DS Law #

• Introduction to Statistical Learning

• The Elements of Statistical Learning

• Deep Learning - Goodfellow

History Pt. 2 - Data science goes to the Gentiles (non-DS/execs) #

• Data Science for Executives

• Storytelling with Data: a Guide to Data Visualization

Letters - Further explanation and interpretation of the DS Gospel #

• Machine Learning: a Probabilistic Perspective - Murphy

• R for Data Science

• Python Machine Learning