Crash Course Statistics - Season 1

Season 1

Episodes

What is Statistics

Mathematical Thinking

Measures of Central Tendency

Measures of Spread

Data Visualization: Part 1

Plots, Outliers, and Justin Timberlake: Data Visualization Part 2

The Shape of Data: Distributions

Correlation Doesn't Equal Causation

Controlled Experiments

Sampling Methods and Bias with Surveys

Science Journalism

Henrietta Lacks, the Tuskegee Experiment, & Ethical Data Collection

Probability Part 1: Rules and Patterns

Probability Part 2: Updating Your Beliefs with Bayes

The Binomial Distribution

Geometric Distributions & The Birthday Paradox

Randomness

Z-Scores and Percentiles

The Normal Distribution

Confidence Intervals

How P-Values help us test hypothesis

P-Value Problems

Playing with Power: P-Values Pt 3

You know I'm all about that Bayes

Bayes in science and everyday life

Test Statistics

T-Tests: A Matched Pair Made in Heaven

Degrees of Freedom & Effect Sizes

Chi-Square Tests

P-Hacking

The Replication Crisis

Regression

ANOVA

ANOVA Part 2: Dealing with Intersectional Groups

Fitting Models Is like Tetris

Supervised Machine Learning

Unsupervised Machine Learning

Intro to Big Data

Big Data Problems

Statistics in the Courts

Neural Networks

War

When Predictions Fail

When Predictions Succeed
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