Pre-recorded Videos for Introduction to Statistics and Data Science
Session 1
Reproducible Research with R, RStudio, and R Markdown
slides
Session 2
Exploratory Data Analysis and Data Vizualization I
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Exploratory Data Analysis and Data Vizualization II
slides
Session 3
Working with Data I
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Working with Data II
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Session 4
Working with Data III
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Exploratory Data Analysis and Data Vizualization III
slides
Session 5
Probability
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Session 6
Probability Distributions and the Central Limit Theorem
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Session 7
Probability Distributions and the Central Limit Theorem II
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Probability Distributions and the Central Limit Theorem III
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Session 8
Inference: Estimation of Population Parameters and their Margin of Error - Continuous Data
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Session 9
Inference: Null Hypothesis Tests and Significance
Null Hypothesis Significance Tests
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Null Hypothesis Significance Tests in R
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Session 10
Inference: Null Hypothesis Tests and Significance
Null Hypothesis Significance Tests III - Continuous Data I
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Session 11
Inference: Null Hypothesis Tests and Significance
Null Hypothesis Significance Tests III - Continuous Data II
slides
Session 12
Inference: Null Hypothesis Tests and Significance
Categorical Data: Estimation, Effect Size, and Margin of Error
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Categorical Data: Null Hypothesis Significance Tests
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Session 13
Experiment and Survey Design: Randomization and Measurement
slides