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Data Science Books

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Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking (Paperback)
by (shelved 251 times as data-science)
avg rating 4.13 — 2,682 ratings — published 2013
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Storytelling with Data: A Data Visualization Guide for Business Professionals Storytelling with Data: A Data Visualization Guide for Business Professionals (Paperback)
by (shelved 227 times as data-science)
avg rating 4.38 — 8,505 ratings — published 2015
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An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics) An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
by (shelved 202 times as data-science)
avg rating 4.59 — 2,362 ratings — published 2013
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Python for Data Analysis Python for Data Analysis (Paperback)
by (shelved 200 times as data-science)
avg rating 4.17 — 2,475 ratings — published 2011
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The Signal and the Noise: Why So Many Predictions Fail—But Some Don't The Signal and the Noise: Why So Many Predictions Fail—But Some Don't (Hardcover)
by (shelved 187 times as data-science)
avg rating 3.97 — 53,006 ratings — published 2012
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Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy (Hardcover)
by (shelved 186 times as data-science)
avg rating 3.87 — 30,865 ratings — published 2016
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hardcover)
by (shelved 181 times as data-science)
avg rating 4.43 — 1,910 ratings — published 2001
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Data Science from Scratch: First Principles with Python Data Science from Scratch: First Principles with Python (ebook)
by (shelved 179 times as data-science)
avg rating 3.90 — 1,162 ratings — published 2015
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Hands-On Machine Learning with Scikit-Learn and TensorFlow Hands-On Machine Learning with Scikit-Learn and TensorFlow (ebook)
by (shelved 175 times as data-science)
avg rating 4.55 — 2,862 ratings — published 2017
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Naked Statistics: Stripping the Dread from the Data Naked Statistics: Stripping the Dread from the Data (Paperback)
by (shelved 174 times as data-science)
avg rating 3.95 — 15,445 ratings — published 2012
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Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us About Who We Really Are Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us About Who We Really Are (Hardcover)
by (shelved 135 times as data-science)
avg rating 3.90 — 43,150 ratings — published 2017
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Python Data Science Handbook: Essential Tools for Working with Data Python Data Science Handbook: Essential Tools for Working with Data (Paperback)
by (shelved 134 times as data-science)
avg rating 4.30 — 680 ratings — published 2016
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R for Data Science: Import, Tidy, Transform, Visualize, and Model Data R for Data Science: Import, Tidy, Transform, Visualize, and Model Data (Kindle Edition)
by (shelved 133 times as data-science)
avg rating 4.53 — 1,240 ratings — published 2016
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The Art of Statistics: How to Learn from Data The Art of Statistics: How to Learn from Data (Hardcover)
by (shelved 131 times as data-science)
avg rating 4.15 — 5,918 ratings — published 2019
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Practical Statistics for Data Scientists: 50 Essential Concepts Practical Statistics for Data Scientists: 50 Essential Concepts (Paperback)
by (shelved 128 times as data-science)
avg rating 4.01 — 549 ratings — published
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Data Smart: Using Data Science to Transform Information into Insight Data Smart: Using Data Science to Transform Information into Insight (Paperback)
by (shelved 127 times as data-science)
avg rating 4.12 — 1,022 ratings — published 2013
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Doing Data Science: Straight Talk from the Frontline Doing Data Science: Straight Talk from the Frontline (Paperback)
by (shelved 125 times as data-science)
avg rating 3.73 — 569 ratings — published 2013
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The Visual Display of Quantitative Information The Visual Display of Quantitative Information (Hardcover)
by (shelved 114 times as data-science)
avg rating 4.39 — 8,770 ratings — published 1983
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Pattern Recognition and Machine Learning (Information Science and Statistics) Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 100 times as data-science)
avg rating 4.32 — 1,920 ratings — published
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Deep Learning Deep Learning (ebook)
by (shelved 97 times as data-science)
avg rating 4.43 — 2,167 ratings — published 2016
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Invisible Women: Data Bias in a World Designed for Men Invisible Women: Data Bias in a World Designed for Men (Hardcover)
by (shelved 95 times as data-science)
avg rating 4.33 — 179,897 ratings — published 2019
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How to Lie with Statistics How to Lie with Statistics (Paperback)
by (shelved 82 times as data-science)
avg rating 3.83 — 18,513 ratings — published 1954
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Algorithms to Live By: The Computer Science of Human Decisions Algorithms to Live By: The Computer Science of Human Decisions (Hardcover)
by (shelved 76 times as data-science)
avg rating 4.12 — 35,860 ratings — published 2016
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Designing Data-Intensive Applications Designing Data-Intensive Applications (ebook)
by (shelved 75 times as data-science)
avg rating 4.69 — 11,056 ratings — published 2015
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Introduction to Machine Learning with Python: A Guide for Data Scientists Introduction to Machine Learning with Python: A Guide for Data Scientists (Paperback)
by (shelved 74 times as data-science)
avg rating 4.33 — 602 ratings — published 2015
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Deep Learning with Python Deep Learning with Python (Paperback)
by (shelved 73 times as data-science)
avg rating 4.57 — 1,436 ratings — published 2017
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The Hundred-Page Machine Learning Book The Hundred-Page Machine Learning Book (Paperback)
by (shelved 71 times as data-science)
avg rating 4.25 — 1,485 ratings — published
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Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python (Paperback)
by (shelved 69 times as data-science)
avg rating 4.21 — 264 ratings — published
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Superforecasting: The Art and Science of Prediction Superforecasting: The Art and Science of Prediction (Hardcover)
by (shelved 68 times as data-science)
avg rating 4.08 — 22,910 ratings — published 2015
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Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die (Paperback)
by (shelved 65 times as data-science)
avg rating 3.66 — 2,127 ratings — published 2013
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The Book of Why: The New Science of Cause and Effect The Book of Why: The New Science of Cause and Effect (Hardcover)
by (shelved 65 times as data-science)
avg rating 3.93 — 6,780 ratings — published 2018
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Big Data: A Revolution That Will Transform How We Live, Work, and Think Big Data: A Revolution That Will Transform How We Live, Work, and Think (Hardcover)
by (shelved 64 times as data-science)
avg rating 3.69 — 8,694 ratings — published 2013
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Applied Predictive Modeling Applied Predictive Modeling (Hardcover)
by (shelved 61 times as data-science)
avg rating 4.40 — 345 ratings — published 2013
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How to Make the World Add Up: Ten Rules for Thinking Differently About Numbers How to Make the World Add Up: Ten Rules for Thinking Differently About Numbers (Paperback)
by (shelved 60 times as data-science)
avg rating 4.11 — 8,529 ratings — published 2020
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The Art of Data Science: A Guide for Anyone Who Works with Data The Art of Data Science: A Guide for Anyone Who Works with Data (ebook)
by (shelved 60 times as data-science)
avg rating 3.70 — 302 ratings — published 2015
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Lean Analytics: Use Data to Build a Better Startup Faster Lean Analytics: Use Data to Build a Better Startup Faster (Hardcover)
by (shelved 57 times as data-science)
avg rating 4.10 — 8,248 ratings — published 2013
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Think Stats Think Stats (Paperback)
by (shelved 56 times as data-science)
avg rating 3.65 — 467 ratings — published 2011
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Dataclysm: Who We Are (When We Think No One's Looking) Dataclysm: Who We Are (When We Think No One's Looking)
by (shelved 55 times as data-science)
avg rating 3.73 — 12,526 ratings — published 2014
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Python Machine Learning Python Machine Learning (Paperback)
by (shelved 54 times as data-science)
avg rating 4.24 — 759 ratings — published 2015
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The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World (Hardcover)
by (shelved 50 times as data-science)
avg rating 3.73 — 6,533 ratings — published 2015
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Machine Learning: A Probabilistic Perspective Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 48 times as data-science)
avg rating 4.34 — 522 ratings — published
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Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists (Paperback)
by (shelved 45 times as data-science)
avg rating 4.07 — 313 ratings — published 2010
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Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications (Paperback)
by (shelved 43 times as data-science)
avg rating 4.44 — 1,158 ratings — published 2022
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Forecasting: principles and practice Forecasting: principles and practice (Paperback)
by (shelved 43 times as data-science)
avg rating 4.39 — 319 ratings — published 2013
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Mathematics for Machine Learning: 1st Edition Mathematics for Machine Learning: 1st Edition (Kindle Edition)
by (shelved 41 times as data-science)
avg rating 4.31 — 269 ratings — published
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Factfulness: Ten Reasons We're Wrong About the World – and Why Things Are Better Than You Think Factfulness: Ten Reasons We're Wrong About the World – and Why Things Are Better Than You Think (Hardcover)
by (shelved 41 times as data-science)
avg rating 4.35 — 205,922 ratings — published 2018
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Statistics Done Wrong: The Woefully Complete Guide Statistics Done Wrong: The Woefully Complete Guide (Paperback)
by (shelved 41 times as data-science)
avg rating 4.19 — 1,102 ratings — published 2013
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Bayesian Data Analysis Bayesian Data Analysis (Hardcover)
by (shelved 41 times as data-science)
avg rating 4.21 — 542 ratings — published 1995
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Numsense! Data Science for the Layman: No Math Added Numsense! Data Science for the Layman: No Math Added (Kindle Edition)
by (shelved 40 times as data-science)
avg rating 4.14 — 624 ratings — published
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Artificial Intelligence: A Modern Approach Artificial Intelligence: A Modern Approach (Hardcover)
by (shelved 39 times as data-science)
avg rating 4.21 — 4,489 ratings — published 1994
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Tom Golway
“An issue with current data science methodologies is that the impact of contextual awareness is underestimated since the problem is much more complex. At times we incorrectly equate correlation with causation based on incomplete data or lack of understanding sensitive dependencies between data sets. - Tom Golway”
Tom Golway

Abhijit Naskar
“DATA means Determined Action of Transformative Awareness.”
Abhijit Naskar, Rowdy Scientist: Handbook of Humanitarian Science

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