Free E-Book Introduction to Probability for Data Science

 

Introduction to Probability for Data Science

Stanley H. Chan
An undergraduate textbook on probability for data science.

Michigan Publishing, 2021

ISBN 978-1-60785-746-4 (hardcover): Coming soon
ISBN 978-1-60785-747-1 (electronic): Coming soon

Intro to Probability for Data Science

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Author

Why another probability textbook?

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Chapters

Table of Content

Ch1 Mathematical Background

Ch2 Probability

Ch3 Discrete Random Variables

Ch4 Continuous Random Variables

Ch5 Joint Distributions

Ch6 Sample Statistics

Ch7 Regression

Ch8 Estimation

Ch9 Confidence and Hypothesis

Ch10 Random Processes

Lecture Videos + Slides

Lecture Videos + Slides

Selected Exercise Solutions

Exercise Ch1

Exercise Ch2

Exercise Ch3

Exercise Ch4

Exercise Ch5

Exercise Ch6

Exercise Ch8

Exercise Ch10

Code and Data

MATLAB + Python Ch1

MATLAB + Python Ch3

MATLAB + Python Ch4

MATLAB + Python Ch5

MATLAB + Python Ch6

MATLAB + Python Ch7

MATLAB + Python Ch8

MATLAB + Python Ch9

MATLAB + Python Ch10

Data

Purdue Courses

ECE 302

ECE 595