https://probability4datascience.com/

Intro to Probability for Data     Introduction to Probability for
Science                           Data Science
Home
Author                            Stanley H. Chan
Why another probability textbook? An undergraduate textbook on
Endorsement                       probability for data science.
Download / Purchase
Chapters                          Michigan Publishing, 2021
Table of Content
Ch1 Mathematical Background       ISBN 978-1-60785-746-4 (hardcover):
Ch2 Probability                   Purchase from Amazon
Ch3 Discrete Random Variables     ISBN 978-1-60785-747-1 (electronic)
Ch4 Continuous Random Variables   Free download from Univ. Michigan
Ch5 Joint Distributions           Publishing
Ch6 Sample Statistics
Ch7 Regression                    [cover]
Ch8 Estimation
Ch9 Confidence and Hypothesis     Page generated 2022-01-22 17:24:58
Ch10 Random Processes             Eastern Standard Time, by jemdoc.
Lecture Videos + Slides
Lecture Videos + Slides
Selected Exercise Videos
Exercise Ch1
Exercise Ch2
Exercise Ch3
Exercise Ch4
Exercise Ch5
Exercise Ch6
Exercise Ch8
Exercise Ch10
Code and Data
MATLAB, Python, Julia, R Ch1
MATLAB, Python, Julia, R Ch3
MATLAB, Python, Julia, R Ch4
MATLAB, Python, Julia, R Ch5
MATLAB, Python, Julia, R Ch6
MATLAB, Python, Julia, R Ch7
MATLAB, Python, Julia, R Ch8
MATLAB, Python, Julia, R Ch9
MATLAB, Python, Julia, R Ch10
Data
Problem Solutions (Instructor
Only)
Solutions
Purdue Courses
ECE 302
ECE 595