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2025-08-26
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1
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Welcome + Introduction
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Syllabus | Server Instructions (html) | Notes (html)
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2025-08-28
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1
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Lab: R + Rmarkdown
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Lab | Lab Script | Notes (html) | Lab Solution | Lab Solution Rmd
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2025-09-02
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2
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Statistical Learning
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Notes (html)
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2025-09-04
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2
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Lab: tidyverse + ggplot2
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Lab | Lab Script | Notes (html) | Lab Solution
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2025-09-09
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3
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Linear Regression
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Notes (html)
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2025-09-11
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3
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Linear Regression
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2025-09-16
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4
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KNN + Classification
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Notes (html)
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2025-09-18
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4
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Logistic Regression
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2025-09-23
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5
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LDA
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2025-09-25
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5
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QDA, KNN + Lab: Classification
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Lab | Lab Script | Lab Solution
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2025-09-30
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6
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Model Assessment
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Notes (html)
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2025-10-02
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6
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Cross Validation
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Revised Code
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2025-10-07
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7
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Cross Validation + Lab: Model Assessment
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Lab | Lab Script | Lab Solution
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2025-10-09
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7
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GitHub + Project Info
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Notes (html)
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2025-10-14
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8
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Model Selection + Shrinkage
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Notes (html)
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2025-10-16
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8
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Dimension Reduction
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2025-10-21
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9
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PCR & PLS
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2025-10-23
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9
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Lab: Regularization, PCR and PLS
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Lab | Lab Script | Lab Solution
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2025-10-28
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10
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Moving Beyond Linearity + Regression Splines
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Notes (html)
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2025-10-30
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10
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GAMs
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2025-11-04
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11
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Tree-based methods + Lab: Regression Splines + GAMs
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Notes (html) | Lab | Lab Script | Lab Solution
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2025-11-06
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11
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Bagging, Random Forests, and Boosting
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2025-11-11
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12
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Bagging, Random Forests, and Boosting
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2025-11-13
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12
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Lab: Bagging + Boosting + Random Forests
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Lab | Lab Script | Lab Solution
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2025-11-18
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13
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SVM
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Notes (html)
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2025-11-20
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13
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SVM
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2025-11-25
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14
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Thanksgiving Break
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2025-11-27
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14
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Thanksgiving Break
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2025-12-02
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15
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Lab: Support Vector Machines
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Lab | Lab Script | Lab Solution
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2025-12-04
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15
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Unsupervised Learning
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Notes (html) | Lab (NOT COMPLETED) | Lab Script | Lab Solution
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2025-12-09
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16
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Project Presentations
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Group 10 Feedback | Group 1 Feedback | Group 5 Feedback | Group 3 Feedback | Group 11 Feedback | Group 6 Feedback
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2025-12-11
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16
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Project Presentations
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Group 7 Feedback | Group 4 Feedback | Group 2 Feedback | Group 9 Feedback | Group 8 Feedback
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