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2023-08-22
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1
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Welcome + Introduction
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Syllabus | Server Instructions | Blank Notes | Class Notes
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2023-08-24
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1
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Lab: R + Rmarkdown
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Notes | Lab | Blank Script | Class Notes | Class Script
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2023-08-29
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2
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Statistical Learning
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Blank Notes | Class Notes | Example Rmd | Compiled Example Rmd
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2023-08-31
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2
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Linear regression + Lab: tidyverse + ggplot2
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Blank Notes | Lab Notes | Lab | Blank Script | Class Notes – Statistical Learning | Class Notes – Regression | Class Script
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2023-09-05
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3
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Linear Regression
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Class Notes
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2023-09-07
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3
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Linear Regression
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Class Notes
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2023-09-12
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4
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KNN + Classification
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Blank Notes | Class Notes – KNN | Class Notes – Classification
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2023-09-14
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4
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Logistic Regression
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Class Notes
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2023-09-19
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5
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LDA, QDA, KNN
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Class Notes
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2023-09-21
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5
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Lab: Classification
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Lab | Blank Script | Class Notes | Class Script
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2023-09-26
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6
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Model Assessment
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Blank Notes | Class Notes – Classification | Class Notes – Assessment
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2023-09-28
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6
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Cross Validation
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Class Notes
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2023-10-03
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7
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Cross Validation + Project Info
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Class Notes
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2023-10-05
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7
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GitHub + Lab: Model Assessment
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Notes – GitHub | Lab | Blank Script | Class Script
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2023-10-10
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8
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Model Selection + Shrinkage
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Blank Notes | Class Notes
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2023-10-12
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8
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Dimension Reduction + PCR & PLS
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Class Notes
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2023-10-17
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9
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Lab: Regularization, PCR and PLS
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Class Notes | Lab | Blank Script | Class Script
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2023-10-19
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9
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High Dimensions
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Class Notes
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2023-10-24
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10
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Moving Beyond Linearity + Regression Splines
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Blank Notes | Class Notes – High Dimensions | Class Notes – Regression Splines
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2023-10-26
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10
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GAMs
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Class Notes
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2023-10-31
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11
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Lab: Regression Splines + GAMs
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Lab | Blank Script | Class Notes | Class Script
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2023-11-02
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11
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Tree-based methods
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Blank Notes | Class Notes
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2023-11-07
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12
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Bagging, Random Forests, and Boosting
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Class Notes
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2023-11-09
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12
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Lab: Bagging + Boosting + Random Forests
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Lab | Blank Script | Class Notes | Class Script
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2023-11-14
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13
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SVM
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Blank Notes | Class Notes
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2023-11-16
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13
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SVM
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Class Notes
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2023-11-21
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14
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Thanksgiving Break
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2023-11-23
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14
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Thanksgiving Break
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2023-11-28
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15
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Lab: Support Vector Machines
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Lab | Blank Script | Class Script
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2023-11-30
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15
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Unsupervised Learning
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Blank Notes | Class Notes | Lab | Lab Solution
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2023-12-05
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16
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Project Presentations
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Group 1 Feedback | Group 3 Feedback | Group 9 Feedback | Group 7 Feedback
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2023-12-07
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16
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Project Presentations
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Group 5 Feedback | Group 4 Feedback | Group 2 Feedback | Group 6 Feedback | Group 8 Feedback
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