Syllabus
Office Hours
Notes
Assignments

Notes

Notes
Understanding the World with Data
The Taxonomy of Data
Summarizing Categorical Data
Summarizing Numerical Data
Data Pipelines
A Grammar of Graphics
Summarizing Numerical Associations
Multiple Linear Regression
Introducing Probability
Computing Probabilities
Probability Distributions
Random Variables
Expected value and variance of a random variable
Continuous Distributions and Normal Approximations
From Samples to Populations
Confidence Intervals
Bootstrapping
Hypothesis Testing
Hypothesis Tests II
Wrong by Design
The Method of Least Squares
Evaluating and Improving Predictions
Overfitting
Logistic Regression
Defining Causality
Randomized Experiments
Causal Effects in Observational Studies
Using Time to Measure Causal Effects

Notes

Course notes for STAT 20: Introduction to Probability and Statistics

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Understanding the World with Data

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