Intro to Probability for Data Science
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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 2020
Lecture Videos + Slides 2022
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

Chapter 2 Probability