Computer Science, Machine Learning and Data Science

Textbooks I've seen recommended a lot

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1	Windows 11: 2021 Complete New OS User Guide. 33 Best Tips and Tricks to Master your PC by Allan Farington (Goodreads Author) 4.45 avg rating — 40 ratings score: 2,600, and 26 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
2	Introduction to Algorithms by Thomas H. Cormen 4.35 avg rating — 9,249 ratings score: 1,597, and 16 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
3	An Introduction to Statistical Learning: with Applications in R by Gareth James 4.59 avg rating — 2,308 ratings score: 1,386, and 14 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
4	Pattern Recognition and Machine Learning by Christopher M. Bishop 4.32 avg rating — 1,889 ratings score: 1,383, and 14 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
5	The Algorithm Design Manual by Steven S. Skiena (Goodreads Author) 4.34 avg rating — 2,671 ratings score: 986, and 10 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
6	Machine Learning: A Probabilistic Perspective by Kevin P. Murphy 4.34 avg rating — 520 ratings score: 885, and 9 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
7	Machine Learning with Neural Networks: An In-depth Visual Introduction with Python: Make Your Own Neural Network in Python: A Simple Guide on Machine Learning with Neural Networks. by Michael Taylor really liked it 4.00 avg rating — 174 ratings score: 500, and 5 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
8	Learning From Data: A Short Course by Yaser S. Abu-Mostafa 4.40 avg rating — 436 ratings score: 493, and 5 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
9	Bayesian Data Analysis by Andrew Gelman 4.21 avg rating — 536 ratings score: 481, and 5 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
10	Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking by Foster Provost 4.13 avg rating — 2,601 ratings score: 397, and 4 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
10	The Elements of Statistical Learning: Data Mining, Inference, and Prediction by Trevor Hastie 4.43 avg rating — 1,874 ratings score: 397, and 4 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
10	Machine Learning: An Introduction Math Guide for Beginners to Understand Data Science Through the Business Applications by Samuel Hack 4.39 avg rating — 23 ratings score: 397, and 4 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
13	Machine Learning: 4 Books in 1: A Complete Overview for Beginners to Master the Basics of Python Programming and Understand How to Build Artificial Intelligence Through Data Science by Samuel Hack 4.80 avg rating — 20 ratings score: 291, and 3 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
14	Probabilistic Graphical Models: Principles and Techniques by Daphne Koller 4.19 avg rating — 257 ratings score: 285, and 3 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
15	Machine Learning in Action by Peter Harrington 3.78 avg rating — 240 ratings score: 280, and 3 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
15	Neural Networks for Pattern Recognition (Advanced Texts in Econometrics (Paperback)) by Christopher M. Bishop 4.11 avg rating — 170 ratings score: 280, and 3 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
17	Python Machine Learning by Sebastian Raschka 4.25 avg rating — 756 ratings score: 270, and 3 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
18	Scratch 2.0 Programming by Denis Golikov (Goodreads Author) 4.39 avg rating — 57 ratings score: 200, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
18	The Math of Neural Networks by Michael Taylor 4.17 avg rating — 110 ratings score: 200, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
20	Machine Learning Mathematics: Study Deep Learning Through Data Science. How to Build Artificial Intelligence Through Concepts of Statistics, Algorithms, Analysis and Data Mining by Samuel Hack 4.28 avg rating — 32 ratings score: 198, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
21	Algorithms on Strings, Trees, and Sequences: Computer Science and Computational Biology by Dan Gusfield 4.09 avg rating — 90 ratings score: 195, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
22	Information Theory, Inference, and Learning Algorithms by David J.C. MacKay 4.52 avg rating — 487 ratings score: 187, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
23	Foundations of Statistical Natural Language Processing by Christopher D. Manning 4.12 avg rating — 262 ratings score: 184, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
24	Interactive Data Visualization for the Web: An Introduction to Designing with D3 by Scott Murray 4.09 avg rating — 535 ratings score: 183, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
25	Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems by Aurélien Géron 4.55 avg rating — 2,741 ratings score: 178, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
26	Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs, Series Number 5) by Bradley Efron 4.41 avg rating — 128 ratings score: 176, and 2 people voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
27	Introduction to Computation and Programming Using Python by John V. Guttag 4.22 avg rating — 494 ratings score: 100, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
27	Mathematica Data Analysis by Sergiy Suchok (Goodreads Author) 4.55 avg rating — 11 ratings score: 100, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
27	Artificial Intelligence: A 60 Minute Guide by Steven Finlay (Goodreads Author) 4.23 avg rating — 22 ratings score: 100, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
27	Taxonomy of the most commonly used Machine Learning Algorithms by Murat Durmus (Goodreads Author) 4.33 avg rating — 6 ratings score: 100, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
27	Machine Learning for Imbalanced Data: Tackle imbalanced datasets using machine learning and deep learning techniques by Kumar Abhishek 4.86 avg rating — 7 ratings score: 100, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
32	Multiple Correspondence Analysis (Quantitative Applications in the Social Sciences Book 163) by Brigitte Le Roux really liked it 4.00 avg rating — 4 ratings score: 99, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
32	Scratch Programming Lab 01: Detailed step by step guide for middle school students. by Denis Golikov (Goodreads Author) 3.83 avg rating — 6 ratings score: 99, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
32	Decision Trees and Random Forests: A Visual Introduction For Beginners: A Simple Guide to Machine Learning with Decision Trees by Chris Smith 3.93 avg rating — 147 ratings score: 99, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
32	Artificial Intelligence and Machine Learning for Business: A No-Nonsense Guide to Data Driven Technologies by Steven Finlay (Goodreads Author) 4.12 avg rating — 203 ratings score: 99, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
32	Cognitive Biases: A Brief Overview of Over 160 Cognitive Biases + Bonus Chapter: Algorithmic Bias by Murat Durmus (Goodreads Author) 4.33 avg rating — 6 ratings score: 99, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
37	Problem Solving With Algorithms And Data Structures Using Python by Bradley N. Miller 4.12 avg rating — 204 ratings score: 97, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
38	Data Analysis Using Regression and Multilevel/Hierarchical Models by Andrew Gelman 4.36 avg rating — 290 ratings score: 92, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
39	Causality: Models, Reasoning, and Inference by Judea Pearl 4.17 avg rating — 327 ratings score: 90, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
40	Designing Social Inquiry: Scientific Inference in Qualitative Research by Gary King 3.50 avg rating — 414 ratings score: 89, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
41	The Visual Display of Quantitative Information by Edward R. Tufte 4.39 avg rating — 8,603 ratings score: 85, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
42	Agile Data Science: Building Data Analytics Applications with Hadoop by Russell Jurney 3.33 avg rating — 73 ratings score: 83, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
43	Pattern Classification by David G. Stork 4.05 avg rating — 388 ratings score: 82, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars