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2022-08-22
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1
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Welcome
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Syllabus | Server Instructions |
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2022-08-24
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1
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Introduction
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Blank Notes | Filled Notes
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2022-08-26
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1
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Lab: R + Rmarkdown
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Notes | Lab | Blank Script | Solution – R | Solution – Rmd
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2022-08-29
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2
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Statistical Learning
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Blank Notes | Class Notes
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2022-08-31
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2
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Stat Learning + Linear regression
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Blank Notes | Class Notes
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2022-09-02
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2
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Lab: tidyverse + ggplot2
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Notes | Lab | Blank Script | Solution
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2022-09-05
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3
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Labor Day
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2022-09-07
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3
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Linear Regression
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Class Notes
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2022-09-09
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3
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Linear Regression
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Class Notes
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2022-09-12
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4
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Linear Regression
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Class Notes
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2022-09-14
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4
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KNN + Classification
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Blank Notes | Class Notes – Regression | Class Notes – Fixed Plot | Class Notes – Classification
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2022-09-16
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4
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Logistic Regression
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Class Notes
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2022-09-19
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5
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LDA
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Class Notes
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2022-09-21
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5
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LDA
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Class Notes
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2022-09-23
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5
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KNN + QDA + Lab: Classification
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Lab | Blank Script | Class Notes | Lab Solution
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2022-09-26
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6
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Model Assessment
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Blank Notes | Class Notes
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2022-09-28
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6
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Cross Validation
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Class Notes
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2022-09-30
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6
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Lab: Model Assessment
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Lab | Blank Script | Class Notes | Lab Solution
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2022-10-03
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7
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Project Info + GitHub
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Blank Notes | Class Notes
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2022-10-05
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7
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Model Selection
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Blank Notes | Class Notes
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2022-10-07
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7
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Model Selection
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Class Notes
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2022-10-10
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8
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Shrinkage Methods
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Class Notes
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2022-10-12
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8
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Dimension Reduction
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Class Notes
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2022-10-14
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8
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Lab: Regularization, PCR and PLS
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Lab | Blank Script | Lab Solution
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2022-10-17
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9
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PCR & PLS
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Class Notes
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2022-10-19
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9
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High Dimensions
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Class Notes
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2022-10-21
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9
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Moving Beyond Linearity
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Blank Notes | Class Notes – High Dimensions | Class Notes – Beyond Linearity
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2022-10-24
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10
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Regression Splines
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Class Notes
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2022-10-26
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10
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GAMs
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Class Notes
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2022-10-28
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10
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Lab: Regression Splines + GAMs
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Lab | Blank Script | Class Notes | Lab Solution
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2022-10-31
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11
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Tree-based methods
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Blank Notes | Class Notes
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2022-11-02
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11
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Trees
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Class Notes
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2022-11-04
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11
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Bagging
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Class Notes
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2022-11-07
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12
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Boosting + Random Forests
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Class Notes
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2022-11-09
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12
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Lab: Bagging + Boosting + Random Forests
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Lab | Blank Script | Class Notes | Lab Solution
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2022-11-11
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12
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Support Vector Machines
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Blank Notes | Class Notes
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2022-11-14
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13
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SVM
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Class Notes
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2022-11-16
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13
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SVM
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Class Notes
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2022-11-18
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13
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Lab: Support Vector Machines
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Lab | Blank Script | Class Notes | Lab Solution
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2022-11-21
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14
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Thanksgiving Break
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2022-11-23
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14
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Thanksgiving Break
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2022-11-25
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14
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Thanksgiving Break
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2022-11-28
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15
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Unsupervised Learning + PCA
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Blank Notes | Class Notes
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2022-11-30
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15
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PCA
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Class Notes
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2022-12-02
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15
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Clustering
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Class Notes | Lab | Lab Solution
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2022-12-05
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16
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Project Presentations
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Group 1 Feedback | Group 5 Feedback | Group 3 Feedback | Mikyla Feedback
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2022-12-07
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16
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Project Presentations
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Group 2 Feedback | Group 6 Feedback | Group 4 Feedback
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2022-12-09
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16
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Project Presentations
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Group 7 Feedback | Group 9 Feedback | Group 8 Feedback
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