Only the best Probability, Applied Statistics and Data Science books

1.
Doing Data Science: Straight Talk from the Frontline
Doing Data Science: Straight Talk from the Frontline 3.74 avg rating — 570 ratings
2.
An Introduction to Statistical Learning: with Applications in R
An Introduction to Statistical Learning: with Applications in R 4.59 avg rating — 2,296 ratings
3.
An Introduction to Probability Theory and Its Applications, Volume 1
An Introduction to Probability Theory and Its Applications, Volume 1 4.31 avg rating — 161 ratings
3.
Regression and Other Stories
Regression and Other Stories 4.26 avg rating — 117 ratings
3.
The Book of Why: The New Science of Cause and Effect
The Book of Why: The New Science of Cause and Effect 3.94 avg rating — 6,382 ratings
6.
Statistical Models: Theory and Practice
Statistical Models: Theory and Practice 4.21 avg rating — 75 ratings
6.
Causal Inference: The Mixtape
Causal Inference: The Mixtape 4.37 avg rating — 221 ratings
8.
Learning From Data: A Short Course
Learning From Data: A Short Course 4.40 avg rating — 436 ratings
9.
Causality: Models, Reasoning, and Inference
Causality: Models, Reasoning, and Inference 4.16 avg rating — 324 ratings
9.
Monte Carlo Theory, Methods and Examples
Monte Carlo Theory, Methods and Examples 0.00 avg rating — 0 ratings
11.
Deep Learning
Deep Learning 4.44 avg rating — 2,067 ratings
12.
Reinforcement Learning: An Introduction
Reinforcement Learning: An Introduction 4.54 avg rating — 793 ratings
13.
Machine Learning: A Probabilistic Perspective
Machine Learning: A Probabilistic Perspective 4.34 avg rating — 520 ratings
14.
Pattern Recognition and Machine Learning
Pattern Recognition and Machine Learning 4.32 avg rating — 1,882 ratings
15.
Information Theory, Inference, and Learning Algorithms
Information Theory, Inference, and Learning Algorithms 4.52 avg rating — 481 ratings
16.
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
The Elements of Statistical Learning: Data Mining, Inference, and Prediction 4.43 avg rating — 1,867 ratings
17.
Probability Theory: The Logic of Science
Probability Theory: The Logic of Science 4.41 avg rating — 648 ratings
18.
Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference
Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference 3.99 avg rating — 208 ratings
19.
Statistical Rethinking: A Bayesian Course with Examples in R and Stan
Statistical Rethinking: A Bayesian Course with Examples in R and Stan 4.70 avg rating — 510 ratings
20.
All of Statistics: A Concise Course in Statistical Inference
All of Statistics: A Concise Course in Statistical Inference 4.26 avg rating — 388 ratings
21.
Statistical Inference
Statistical Inference 4.17 avg rating — 389 ratings
22.
What is a P-Value Anyway? 34 Stories to Help You Actually Understand Statistics
What is a P-Value Anyway? 34 Stories to Help You Actually Understand Statistics 3.92 avg rating — 235 ratings
23.
Probability, Random Variables and Stochastic Processes with Errata Sheet
Probability, Random Variables and Stochastic Processes with Errata Sheet 4.25 avg rating — 148 ratings
24.
Statistical Consequences of Fat Tails: Real World Preasymptotics, Epistemology, and Applications
Statistical Consequences of Fat Tails: Real World Preasymptotics, Epistemology, and Applications 4.27 avg rating — 177 ratings
25.
Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs, Series Number 5)
Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs, Series Number 5) 4.43 avg rating — 127 ratings
26.
Forecasting: principles and practice
Forecasting: principles and practice 4.38 avg rating — 309 ratings
27.
The Science of Conjecture: Evidence and Probability before Pascal
The Science of Conjecture: Evidence and Probability before Pascal 4.21 avg rating — 58 ratings
28.
Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering
Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering 4.38 avg rating — 1,511 ratings
29.
The Geometry of Multivariate Statistics
The Geometry of Multivariate Statistics 4.22 avg rating — 18 ratings
30.
Data Analysis Using Regression and Multilevel/Hierarchical Models
Data Analysis Using Regression and Multilevel/Hierarchical Models 4.36 avg rating — 289 ratings
31.
Elements of Information Theory 2nd Edition (Wiley Series in Telecommunications and Signal Processing)
Elements of Information Theory 2nd Edition (Wiley Series in Telecommunications and Signal Processing) 4.20 avg rating — 317 ratings
32.
All of Nonparametric Statistics
All of Nonparametric Statistics 4.15 avg rating — 40 ratings
33.
The History of Statistics: The Measurement of Uncertainty before 1900
The History of Statistics: The Measurement of Uncertainty before 1900 4.12 avg rating — 104 ratings
34.
The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century
The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century 3.92 avg rating — 1,975 ratings
35.
Applied Predictive Modeling
Applied Predictive Modeling
by: Max Kuhn
4.40 avg rating — 339 ratings
36.
Statistics for Experimenters: Design, Innovation, and Discovery, 2nd Edition
Statistics for Experimenters: Design, Innovation, and Discovery, 2nd Edition 4.39 avg rating — 87 ratings