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Books about Data Science and Programming

Year Title Info
2022 Geron: Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow The best book about data science and machine learning, perfect mixture of theory and practical coding examples
2016 Goodfellow: Deep Learning The standard reference and bible of deep learning
2015 McDowell: Cracking the Coding Interview Sets the standard for books of this kind
2014 Butcher: Seven Concurrency Models in Seven Weeks Best overview and comparison of different concurrency models
2013 DeMarco: Peopleware: Productive Projects and Teams Peopleware is the one book that everyone who runs a software team needs to read and reread once a year.
2012 Josuttis: The C++ Standard Library The best book to start learning C++
2012 White: Hadoop - The Definitive Guide The bible of big data
2011 Krüger: Handbuch der Java-Programmierung Best introduction to object oriented programming for Java in German
2011 Owen: Mahout in Action Large scale machine learning
2011 Sedgewick: Algorithms Best book on algorithms, because it shows real Java code, not just pseudocode
2008 Bloch: Effective Java (2nd Edition) A senior Java developer must have read this book
2008 Martin: Clean Code https://de.wikipedia.org/wiki/Clean_Code
2007 Bishop: Pattern Recognition and Machine Learning Advanced bayesian perspective on classical machine learning
2007 Chapman: Fortran 95/2003 for Scientists and Engineers Best book on modern Fortran
2007 Segaran: Programming Collective Intelligence Perfect book about data mining and machine learning with Python
2006 Goetz: Java Concurrency in Practice The reference about concurrent programming in Java
2005 Meyers: Effective C++ Best book to improve your C++
1995 Meyers: More Effective C++ Second best book to improve your C++
1994 Gamma: Design Patterns https://en.wikipedia.org/wiki/Design_Patterns

Other nice lists of links and books are: