Syllabus
Office Hours
Notes
Assignments
Tutorials
Introduction to Probability and Statistics
Stat 20 UC Berkeley
This Week
Jun 23
Understanding the World with Data
Before class:
Notes
In class:
Slides
Handout
Lab 1
Lab 2: Slides
Lab 2: Part I
Jun 24
Taxonomy of Data
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Jun 25
Summarizing Categorical Data
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Summarizing Numerical Data
Jun 26
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
No matching items
Week 1
Jun 23
Understanding the World with Data
Before class:
Notes
In class:
Slides
Handout
Lab 1
Lab 2: Slides
Lab 2: Part I
Jun 24
Taxonomy of Data
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Jun 25
Summarizing Categorical Data
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Summarizing Numerical Data
Jun 26
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Week 2
Jun 30
A Grammar of Graphics
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Jul 1
Conditioning
Before class:
Notes
Coding Tutorial
In class:
Slides
WS
Lab 2: Part II
Jul 2
Summarizing Numerical Associations
Before class:
Notes
Tutorial
In class:
Slides
WS
Jul 3
Quiz 1
In class:
Slides
Week 3
Multiple Linear Regression
Jul 7
Before class:
Notes
In class:
Slides
Intro to Probability
Jul 8
Before class:
Notes
Tutorial
In class:
Slides
WS
Intro to Probability II
Jul 9
Before class:
Notes
In class:
Slides
WS
Jul 10
Probability Distributions
Before class:
Notes
In class:
Slides
WS
Week 4
Jul 14
Random Variables
Before class:
Notes
In class:
Slides
WS
Jul 15
Expected Value and Variance
Before class:
Notes
In class:
Slides
WS
Jul 16
Normal Approximation
Before class:
Notes
In class:
Slides
WS
Jul 17
Quiz 2
In class:
Slides
Week 5
Jul 21
From Samples to Populations
Before class:
Notes
In class:
Slides
WS
Lab 3: Slides
Lab 3: Part I
Jul 22
Confidence Intervals
Before class:
Notes
In class:
Slides
Lab: Part II
Jul 23
Bootstrapping
Before class:
Notes
In class:
Slides
WS
Jul 24
Intro to Hypothesis Tests
Before class:
Notes
In class:
Slides
WS
Week 6
Jul 28
Types of Hypothesis Tests
Before class:
Notes
In class:
Slides
WS
Jul 29
Wrong By Design
Before class:
Notes
In class:
Slides
WS
Jul 30
Defining Causality
Before class:
Notes
In class:
Slides
Lab: Slides
WS: Part I
Jul 31
Quiz 3
In class:
Slides
Week 7
Aug 4
Randomized Experiments
Before class:
Notes
In class:
Slides
WS: Part II
The Method of Least Squares
Aug 5
Before class:
Notes
In class:
Slides
WS
Lab 4: Slides
Lab 4: Part I
Evaluating and Improving Predictions
Aug 6
Before class:
Notes
In class:
Slides
WS
Lab 4: Part II
Overfitting
Aug 7
Before class:
Notes
In class:
Slides
WS
WS: Slides
WS
Week 8
Aug 11
Logistic Regression
Before class:
Notes
In class:
Slides
WS
Aug 12
Review
Aug 13
Review
Aug 14
Final
No matching items