Overview: In 44 episodes, Adriene Hill teaches you Statistics! This course is based on the 2018 AP Statistics curriculum and introduces everything from basic descriptive statistics to data collection to hot topics in data analysis like Big Data and neural networks. By the end of the course, you will be able to:
*Identify questions that can be answered using statistics
*Describe patterns, trends, associations, and relationships in data both numerically and graphically
*Justify a conclusion using evidence from data, definitions, or statistical inference
*Apply statistical models to make inferences and predictions from data sets
*Understand how statistics are used broadly in the world and interpret their meaning, like in newspapers or scientific studies
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What Is Statistics (S1E1)
1/24/2018
Mathematical Thinking (S1E2)
1/31/2018
Mean, Median, and Mode: Measures of Central Tendency (S1E3)
2/7/2018
Measures of Spread (S1E4)
2/14/2018
Charts Are Like Pasta - Data Visualization Part 1 (S1E5)
2/21/2018
Plots, Outliers, and Justin Timberlake: Data Visualization Part 2 (S1E6)
2/28/2018
The Shape of Data: Distributions (S1E7)
3/7/2018
Correlation Doesn’t Equal Causation (S1E8)
3/14/2018
Controlled Experiments (S1E9)
3/21/2018
Sampling Methods and Bias with Surveys (S1E10)
3/28/2018
Science Journalism (S1E11)
4/11/2018
Henrietta Lacks, the Tuskegee Experiment, and Ethical Data Collection (S1E12)
4/18/2018
Probability Part 1: Rules and Patterns (S1E13)
4/25/2018
Probability Part 2: Updating Your Beliefs with Bayes (S1E14)
5/2/2018
The Binomial Distribution (S1E15)
5/9/2018
Geometric Distributions and The Birthday Paradox (S1E16)
5/16/2018
Randomness (S1E17)
5/23/2018
Z-Scores and Percentiles (S1E18)
5/30/2018
The Normal Distribution (S1E19)
6/6/2018
Confidence Intervals (S1E20)
6/13/2018
How P-Values Help Us Test Hypotheses (S1E21)
6/27/2018
P-Value Problems (S1E22)
7/11/2018
Playing with Power: P-Values Pt 3 (S1E23)
7/18/2018
You Know I’m All About that Bayes (S1E24)
7/25/2018
Bayes in Science and Everyday Life (S1E25)
8/1/2018
Test Statistics (S1E26)
8/8/2018
T-Tests: A Matched Pair Made in Heaven (S1E27)
8/15/2018
Degrees of Freedom and Effect Sizes (S1E28)
8/22/2018
Chi-Square Tests (S1E29)
8/29/2018
P-Hacking (S1E30)
9/5/2018
The Replication Crisis (S1E31)
9/26/2018
Regression (S1E32)
10/3/2018
ANOVA (S1E33)
10/10/2018
ANOVA Part 2: Dealing with Intersectional Groups (S1E34)
10/17/2018
Fitting Models Is like Tetris (S1E35)
10/24/2018
Supervised Machine Learning (S1E36)
10/31/2018
Unsupervised Machine Learning (S1E37)
11/7/2018
Intro to Big Data (S1E38)
11/14/2018
Big Data Problems (S1E39)
11/21/2018
Statistics in the Courts (S1E40)
11/28/2018
Neural Networks (S1E41)
12/12/2018
War (S1E42)
12/19/2018
When Predictions Fail (S1E43)
1/2/2019
When Predictions Succeed (S1E44)
1/9/2019
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