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Introduction to Probability and Statistics

Stat 20 UC Berkeley


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Week 1

Aug 24
This Week
Aug 26
Understanding the World with Data
Before class:
Notes
In class:
Slides PS Lab: Getting Started
Aug 28
Taxonomy of Data
Before class:
Notes Tutorial
In class:
Slides PS
Extras
More practice
  • Types of claims
  • Data types and data frames
  • Coding basics

Week 2

Aug 31
This Week
Quiz 1 registration opens Sep 1 (SIGN UP)
  • Timeslots: Sep 8-11
Due tomorrow:
  • Problem Set 0 (completed entirely on Gradescope)
  • Problem Set 1
  • Lab: Getting Started
Sep 2
Summarizing Categorical Data
Before class:
Notes Tutorial
In class:
Slides PS Lab: Class Survey
Sep 4
Summarizing Numerical Data
Before class:
Notes Tutorial
In class:
Slides PS
Extras

Week 3

Sep 7
This Week
Quiz 1 (SIGN UP)
  • Timeslots: Sep 8-11
RETAKE of Quiz 1 registration opens Sep 12 (SIGN UP)
Due tomorrow:
  • Problem Set 2
  • Lab: Class Survey
Sep 9
A Grammar of Graphics
Before class:
Notes Tutorial
In class:
Slides PS Lab: Flights I
Sep 11
Conditioning
Before class:
Notes Tutorial
In class:
Slides PS
Extras

Week 4

Sep 14
This Week
RETAKE of Quiz 1 (SIGN UP)
  • Timeslots: Sep 14-25
Due tomorrow:
  • Problem Set 3
  • Lab: Flights I
Sep 16
Summarizing Numerical Associations
Before class:
Notes Tutorial
In class:
Slides PS Lab: Flights II
Sep 18
Multiple Linear Regression
Before class:
Notes
In class:
Slides PS
Extras

Week 5

Sep 21
This Week
RETAKE of Quiz 1 (SIGN UP)
  • Timeslots: through Sep 25
Quiz 2 registration opens Sep 21 (SIGN UP)
  • Timeslots: Sep 28-Oct 2
Due tomorrow:
  • Problem Set 4
  • Lab: Flights II
Sep 23
Intro to Probability
Before class:
Notes Tutorial
In class:
Slides PS Lab: Probability Foundations
Sep 25
Computing Probabilities
Before class:
Notes
In class:
Slides PS
Extras

Week 6

Sep 28
This Week
Quiz 2 (SIGN UP)
  • Timeslots: Sep 28-Oct 2
RETAKE of Quiz 2 registration opens Oct 3 (SIGN UP)
Due tomorrow:
  • Problem Set 5
  • Lab 5
Sep 30
Probability Distributions
Before class:
Notes Tutorial
In class:
Slides PS Lab: Probability Distributions
Oct 2
Random Variables
Before class:
Notes Tutorial
In class:
Slides PS
Extras

Week 7

Oct 5
This Week
RETAKE of Quiz 2 (SIGN UP)
  • Timeslots: Oct 5-16
Due tomorrow:
  • Problem Set 6
  • Lab 6
Oct 7
Expected Value and Variance
Before class:
Notes
In class:
Slides PS Lab: Elections
Oct 9
Normal Approximation
Before class:
Notes Tutorial
In class:
Slides PS
Extras

Week 8

Oct 12
This Week
RETAKE of Quiz 2 (SIGN UP)
  • Timeslots: through Oct 16
Quiz 3 registration opens Oct 12 (SIGN UP)
  • Timeslots: Oct 19-23
Due tomorrow:
  • Problem Set 7
  • Lab: Elections
Oct 14
From Samples to Populations
Before class:
Notes
In class:
Slides PS Lab: People's Park
Oct 16
Confidence Intervals
Before class:
Notes
In class:
Slides PS
Extras

Week 9

Oct 19
This Week
Quiz 3 (SIGN UP)
  • Timeslots: Oct 19-23
RETAKE of Quiz 3 registration opens Oct 24 (SIGN UP)
Due tomorrow:
  • Problem Set 8
  • Lab: People's Park I
Oct 21
Bootstrapping
Before class:
Notes Tutorial
In class:
Slides PS Lab: People's Park II
Oct 23
Intro to Hypothesis Tests
Before class:
Notes Tutorial
In class:
Slides PS
Extras

Week 10

Oct 26
This Week
RETAKE of Quiz 3 (SIGN UP)
  • Timeslots: Oct 26-Nov 6
Oct 28
Hypothesis Tests II
Before class:
Notes
In class:
Slides PS Lab: Arbuthnot
Oct 30
Wrong By Design
Before class:
Notes
In class:
Slides PS
Extras

Week 11

Nov 2
This Week
RETAKE of Quiz 3 (SIGN UP)
  • Timeslots: through Nov 6
Due tomorrow:
  • Problem Set 9
  • Lab 9: People's Park II & Mythbusters
Nov 4
Defining Causality
Before class:
Notes
In class:
Slides Lab: A Matter of Taste Part I
Nov 6
Randomized Experiments
Before class:
Notes Tutorial
In class:
Slides Lab: A Matter of Taste Part II
Extras

Week 12

Nov 9
This Week
Quiz 4 registration opens Nov 12 (SIGN UP)
  • Timeslots: Nov 19-24
Due tomorrow:
  • Problem Set 10
  • Lab: Arbuthnot
Nov 11
Holiday: Veterans Day
Nov 13
Causal Effects in Observational Studies
Before class:
Notes Tutorial
In class:
Slides PS
Extras

Week 13

Nov 16
This Week
Quiz 4 (SIGN UP)
  • Timeslots: Nov 19-24
Due tomorrow:
  • Lab: A Matter of Taste
Nov 18
The Method of Least Squares
Before class:
Notes Tutorial
In class:
Slides PS
Nov 20
Evaluating and Improving Predictions
Before class:
Notes Tutorial
In class:
Slides PS Lab: Baseball
Extras

Week 14

Nov 23
This Week
Quiz 4 (SIGN UP)
  • Timeslots: through Nov 24
RETAKE of Quiz 4 registration opens Nov 25 (SIGN UP)
Due tomorrow:
  • Problem Set 11
Nov 25
Holiday: Thanksgiving
Nov 27
Holiday: Thanksgiving
Extras

Week 15

Nov 30
This Week
RETAKE of Quiz 4 (SIGN UP)
  • Timeslots: Nov 30-Dec 10
Due tomorrow:
  • Problem Set 13
  • Lab: Baseball
Dec 2
Overfitting
Before class:
Notes Tutorial
In class:
Slides PS
Dec 4
Logistic Regression
Before class:
Notes Tutorial
In class:
Slides PS Lab: Diagnosing Cancer
Extras

Week RRR

Dec 7
This Week
RETAKE of Quiz 4 (SIGN UP)
  • Timeslots: through Dec 10
Due tomorrow:
  • Problem Set 14
  • Lab: Cancer Diagnosis
Dec 9
Dec 11
Extras

Week Final Exams

Dec 14
This Week
Final Exam: Thu Dec 17
Alt Final: TBD
Dec 16
Exam Tomorrow ⮕
Dec 18
⬅ You missed it
Extras
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