Crash Course Statistics
(01/24/2018–01/09/2019)10 min
Source: unknown
Episodes
S01E01
What is Statistics
S01E02
Mathematical Thinking
S01E03
Measures of Central Tendency
S01E04
Measures of Spread
S01E05
Data Visualization: Part 1
S01E06
Plots, Outliers, and Justin Timberlake: Data Visualization Part 2
S01E07
The Shape of Data: Distributions
S01E08
Correlation Doesn't Equal Causation
S01E09
Controlled Experiments
S01E10
Sampling Methods and Bias with Surveys
S01E11
Science Journalism
S01E12
Henrietta Lacks, the Tuskegee Experiment, & Ethical Data Collection
S01E13
Probability Part 1: Rules and Patterns
S01E14
Probability Part 2: Updating Your Beliefs with Bayes
S01E15
The Binomial Distribution
S01E16
Geometric Distributions & The Birthday Paradox
S01E17
Randomness
S01E18
Z-Scores and Percentiles
S01E19
The Normal Distribution
S01E20
Confidence Intervals
S01E21
How P-Values help us test hypothesis
S01E22
P-Value Problems
S01E23
Playing with Power: P-Values Pt 3
S01E24
You know I'm all about that Bayes
S01E25
Bayes in science and everyday life
S01E26
Test Statistics
S01E27
T-Tests: A Matched Pair Made in Heaven
S01E28
Degrees of Freedom & Effect Sizes
S01E29
Chi-Square Tests
S01E30
P-Hacking
S01E31
The Replication Crisis
S01E32
Regression
S01E33
ANOVA
S01E34
ANOVA Part 2: Dealing with Intersectional Groups
S01E35
Fitting Models Is like Tetris
S01E36
Supervised Machine Learning
S01E37
Unsupervised Machine Learning
S01E38
Intro to Big Data
S01E39
Big Data Problems
S01E40
Statistics in the Courts
S01E41
Neural Networks
S01E42
War
S01E43
When Predictions Fail
S01E44
When Predictions Succeed