Data Science Book Recommendations

Data Cleaning

Best Practices in Data Cleaning

Deep Learning

Deep Learning with Python

Supervised Sequence Labelling with Recurrent Neural Networks

Ethics/Privacy

Sharing Big Data Safely: Managing Data Security

General Business

Certain to Win

The Mind Of The Strategist: The Art of Japanese Business

Toyota Kata: Managing People for Improvement, Adaptiveness and Superior Results

Linear Algebra

Linear Algebra Done Right

Machine Learning

Applied Predictive Modeling

Applied Survival Analysis: Regression Modeling of Time-to-Event Data

Bayesian Data Analysis

Bayesian Reasoning and Machine Learning

Data Analysis Using Regression and Multilevel/Hierarchical Models

Data Science at the Command Line

Doing Data Science: Straight Talk from the Frontline

Elements of Information Theory

Evaluating Learning Algorithms: A Classification Perspective

Gaussian Processes for Machine Learning

Hands-On Machine Learning with Scikit-Learn and TensorFlow

Information Theory, Inference and Learning Algorithms

Learning From Data

Machine Learning: A Probabilistic Perspective

Machine Learning: An Algorithmic Perspective

Machine Learning Refined

Machine Learning: The Art and Science of Algorithms that Make Sense of Data

Regression Modeling Strategies: With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis

Time Series Analysis and Its Applications

Understanding Machine Learning: From Theory to Algorithms

Non-technical

Analytics: How to Win with Intelligence

Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

How to Lie with Statistics

Mastering Data Mining: The Art and Science of Customer Relationship Management

Naked Statistics: Stripping the Dread from the Data

Spin Selling

Other

Against the Gods: The Remarkable Story of Risk

Gödel, Escher, Bach: An Eternal Golden Braid

The Machine Stops

Pedagogy

Teaching and Learning STEM: A Practical Guide

Understanding By Design

Programming

The Pragmatic Programmer: From Journeyman to Master

Statistics

A Course in Large Sample Theory

All of Statistics: A Concise Course in Statistical Inference

An Introduction to Statistical Methods and Data Analysis

Applied Longitudinal Analysis

Categorical Data Analysis

Design and Analysis: A Researcher’s Handbook

Handbook of Parametric and Nonparametric Statistical Procedures

Multivariate Analysis

OpenIntro Statistics

Statistics for Experimenters: Design, Innovation, and Discovery

Visualization

Good Charts

The Functional Art: An introduction to information graphics and visualization (Voices That Matter)

Visualize This: The FlowingData Guide to Design, Visualization, and Statistics