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Pre-recorded Videos for Introduction to Statistics and Data Science

3 September 2021

Session 1

Reproducible Research with R, RStudio, and R Markdown

Session 2

Exploratory Data Analysis and Data Vizualization I

Exploratory Data Analysis and Data Vizualization II

Session 3

Working with Data I

Working with Data II

Session 4

Working with Data III

Exploratory Data Analysis and Data Vizualization III

Session 5

Probability

Session 6

Probability Distributions and the Central Limit Theorem

Session 7

Probability Distributions and the Central Limit Theorem II

Probability Distributions and the Central Limit Theorem III

Session 8

Inference: Estimation of Population Parameters and their Margin of Error - Continuous Data

Session 9

Inference: Null Hypothesis Tests and Significance

Null Hypothesis Significance Tests

Null Hypothesis Significance Tests in R

Session 10

Inference: Null Hypothesis Tests and Significance

Null Hypothesis Significance Tests III - Continuous Data I

Session 11

Inference: Null Hypothesis Tests and Significance

Null Hypothesis Significance Tests III - Continuous Data II

Session 12

Inference: Null Hypothesis Tests and Significance

Categorical Data: Estimation, Effect Size, and Margin of Error

Categorical Data: Null Hypothesis Significance Tests

Session 13

Experiment and Survey Design: Randomization and Measurement