DS Book Suggestions/Recommendations Megathread

The Mod Team has decided that it would be nice to put together a list of recommended books, similar to the podcast list.

Please post any books that you have found particularly interesting or helpful for learning during your career. Include the title with either an author or link.

Some restrictions:

• Must be directly related to data science
• Non-fiction only
• Must be an actual book, not a blog post, scientific article, or website

• Nothing self-promotional

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My recommendations:

• Machine Learning: A Probabilistic Perspective
• Computer Age Statistical Inference
• Data Analysis Using Regression and Multilevel/Hierarchical Models
• Design and Analysis of Experiments
• Data Mining: Concepts and Techniques
• Active Learning
• All of Statistics: A Concise Course in Statistical Inference