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Data Management & Visualization |
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| 1 |
Intro to RStudio |
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html/Rmd |
| 2 |
Basic R |
html/Rmd |
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| 3 |
Data Subsetting |
html/Rmd |
html/Rmd |
| 4 |
Data Transformations & Summaries |
html/Rmd |
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| 5 |
Combining Data |
html/Rmd |
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| 6 |
Data Visualization |
html/Rmd |
html/Rmd |
| 7 |
Text Manipulation |
html/Rmd |
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| 8 |
Hierarchical & Web Data |
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Statistical Inference |
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| 9 |
Statistical Sampling |
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| 10 |
Estimation & Bootstrap |
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| 11 |
Hypothesis Testing |
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| 12 |
More Hypothesis Testing |
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| 13 |
Multi-group Comparisons |
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| 14 |
Linear Regression |
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| 15 |
Causation & Experiments |
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| 16 |
Multiple Regression |
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Predictive Models |
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| 17 |
Intro to Classification |
html/Rmd |
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| 18 |
Multivariate Classification |
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| 19 |
Overfitting |
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| 20 |
Multiple Classes & Ensemble Methods |
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| 21 |
Nonlinear Regression |
html/Rmd |
html/Rmd |
| 22 |
Model Selection |
html/Rmd |
html/Rmd |