CSE2004

Probability and Statistics for Engineers

Core Courses
Prerequisites:CSE1004

A rigorous treatment of probability theory and statistical inference for engineering applications, covering random variables, distributions, estimation, hypothesis testing, regression, experimental design, and Bayesian methods. Equips students with quantitative tools essential for data-driven decision making.

18 Chapters

Chapters

Ch 1FREE

Foundations of Statistical Inference and Data Science

17 min
Ch 2FREE

Foundations of Probability Theory

10 min
Ch 3

Understanding Random Variables and Probability Distributions

11 min

Unlock all chapters — plans from $6/mo

Ch 4

Understanding Expected Values and Variability

9 min

Unlock all chapters — plans from $6/mo

Ch 5

Common Discrete Probability Distributions

13 min

Unlock all chapters — plans from $6/mo

Ch 6

Continuous Probability Distributions

18 min

Unlock all chapters — plans from $6/mo

Ch 7

Working with Functions of Random Variables

12 min

Unlock all chapters — plans from $6/mo

Ch 8

Sampling Distributions and Statistical Description

9 min

Unlock all chapters — plans from $6/mo

Ch 9

Foundations of Point and Interval Estimation

12 min

Unlock all chapters — plans from $6/mo

Ch 10

Foundations of Hypothesis Testing for One and Two Samples

15 min

Unlock all chapters — plans from $6/mo

Ch 11

Modeling Relationships Between Variables Using Linear Methods

14 min

Unlock all chapters — plans from $6/mo

Ch 12

Extending Simple Regression to Multiple Variables

20 min

Unlock all chapters — plans from $6/mo

Ch 13

One-Factor Experiments and Analysis of Variance

18 min

Unlock all chapters — plans from $6/mo

Ch 14

Designing and Analyzing Two-Factor Experiments

8 min

Unlock all chapters — plans from $6/mo

Ch 15

Two-Level Factorial Designs and Fractional Experiments

10 min

Unlock all chapters — plans from $6/mo

Ch 16

Distribution-Free Testing Methods for Non-Normal Data

10 min

Unlock all chapters — plans from $6/mo

Ch 17

Monitoring Production Quality Using Statistical Methods

17 min

Unlock all chapters — plans from $6/mo

Ch 18

Introduction to Bayesian Inference and Decision Making

10 min

Unlock all chapters — plans from $6/mo