Data Science Book Recommendations
Data Cleaning
Best Practices in Data Cleaning
Deep Learning
Supervised Sequence Labelling with Recurrent Neural Networks
Ethics/Privacy
Sharing Big Data Safely: Managing Data Security
General Business
The Mind Of The Strategist: The Art of Japanese Business
Toyota Kata: Managing People for Improvement, Adaptiveness and Superior Results
Linear Algebra
Machine Learning
Applied Survival Analysis: Regression Modeling of Time-to-Event Data
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
Machine Learning: A Probabilistic Perspective
Machine Learning: An Algorithmic Perspective
Machine Learning: The Art and Science of Algorithms that Make Sense of Data
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
Mastering Data Mining: The Art and Science of Customer Relationship Management
Naked Statistics: Stripping the Dread from the Data
Other
Against the Gods: The Remarkable Story of Risk
Gödel, Escher, Bach: An Eternal Golden Braid
Pedagogy
Teaching and Learning STEM: A Practical Guide
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
Design and Analysis: A Researcher’s Handbook
Handbook of Parametric and Nonparametric Statistical Procedures
Statistics for Experimenters: Design, Innovation, and Discovery
Visualization
The Functional Art: An introduction to information graphics and visualization (Voices That Matter)
Visualize This: The FlowingData Guide to Design, Visualization, and Statistics