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Introduction to Probability and Statistics

Stat 20 UC Berkeley


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Week 1

June 16

Introduction/Types of Claims
Notes Slides

June 16

Taxonomy of Data
Notes Slides

Jun 20

Summarizing Data
Notes (Categorical Data) Notes (Numerical Data) Slides

Resources

  • RQ: Summarizing Numerical Data (due 6/20 at 12pm)
  • RQ: Summarizing Categorical Data (due 6/20 at 12pm)
  • PS 1 (due 6/20 at 11:59pm)
  • Lab: Getting Started (due 6/24 at 12pm)
  • Markdown Live Preview (helpful for your lab!)

Week 2

Jun 24

Quiz

Jun 24

Data Pipelines

Jun 26

A Grammar of Graphics

Jun 27

Summarizing Numerical Associations

Resources

  • PS 2 (due 6/27 at 11:59pm)
  • Lab: Flights (due 7/1 at 12pm)

Week 3

Jul 1

Intro to Probability

Jul 3

Conditional Probability

Resources

  • PS 3 (due 7/3 at 11:59pm)

Week 4

Jul 8

Quiz

Jul 8

Random Variables

Jul 10

Expected Value and Variance

Jul 11

Sampling Distributions

Resources

  • PS 4 (due 7/11 at 11:59pm)

Week 5

Jul 15

Quiz

Jul 15

Confidence Intervals

Jul 17

Bootstrapping

Jul 19

Hypothesis Tests

Resources

  • PS 5 (due 7/18 at 11:59pm)
  • Lab: PPK (due 7/22 at 12pm)

Week 6

Jul 22

Hypothesis Tests II

Jul 24

Wrong By Design

Jul 25

Causality

Resources

  • PS 6 (due 7/25 at 11:59pm)
  • Lab: La Croix (due 7/29 at 12pm)

Week 7

Jul 29

Simple Linear Regression

Jul 31

Multiple Linear Regression

Aug 1

Classification

Resources

  • PS 7 (due 8/1 at 11:59pm)
  • EC Lab: Cancer (due 8/8 at 11:59pm)

Week 8

Aug 5

Overfitting

Aug 7

Final

Aug 8

End of Semester/EC Assessment Workday

Resources

  • None this week
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