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2020-08-24
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1
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Introduction
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Syllabus | Blank Notes | Filled Notes
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2020-08-26
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1
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Statistical learning
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Blank Notes | Filled Notes - Intro | Filled Notes - Stat Learning
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2020-08-28
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1
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Lab: R + Rmarkdown
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Blank Notes | Class Script | Lab | Lab Script | Lab Solution
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2020-08-31
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2
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Statistical learning + Supervised/Unsupervised tasks
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Class Notes
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2020-09-02
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2
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Linear regression
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Blank Notes | Class Script | Class Notes - Stat Learning | Class Notes - Regression
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2020-09-04
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2
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Lab: tidyverse + ggplot2
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Blank Notes | Class Script | Lab | Lab Script | Lab Solution
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2020-09-07
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3
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Labor Day
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2020-09-09
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3
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Linear Regression
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Class Notes - Regression
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2020-09-11
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3
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Linear Regression
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Blank Notes | Script | Class Notes
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2020-09-14
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4
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Classification
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Blank Notes | Script | Class Notes
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2020-09-16
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4
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Logistic Regression
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Class Notes | Class Script
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2020-09-18
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4
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LDA
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Blank Notes | Script | Class Notes
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2020-09-21
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5
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LDA, QDA, and KNN
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Class Notes
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2020-09-23
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5
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Lab: Classification
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Lab | Lab Script | Class Notes
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2020-09-25
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5
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Model Assessment
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Blank Notes | Script | Class Notes | Lab Solution
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2020-09-28
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6
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Validation Method
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Class Notes
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2020-09-30
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6
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Cross-validation
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Class Notes
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2020-10-02
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6
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Lab: Model Assessment
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Lab | Lab Script | Class Notes | Lab Solution
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2020-10-05
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7
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Model selection
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Blank notes | Class Notes
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2020-10-07
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7
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Class Notes
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2020-10-09
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7
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Lab: Ridge regression and the Lasso
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Lab | Lab Script | Class Notes | Lab Solution
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2020-10-12
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8
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Dimension reduction
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Blank Notes | Class Notes
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2020-10-14
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8
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High Dimensions
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Class Notes
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2020-10-16
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8
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Lab: PCR and PLS
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Lab | Lab Script | Class Notes | Lab Solution
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2020-10-19
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9
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Moving Beyond Linearity
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Blank Notes | Class Notes
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2020-10-21
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9
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GAMs
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Class Notes
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2020-10-23
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9
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Lab: Regression Splines + GAMs
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Lab | Lab Script | Class Notes | Lab Solution
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2020-10-26
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10
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Tree-based methods
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Blank Notes
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2020-10-28
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10
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Tree-based methods
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2020-10-30
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10
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Lab: Bagging, boosting, random forests
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2020-11-02
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11
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Support Vector Machines
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2020-11-04
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11
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Support Vector Machines
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2020-11-06
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11
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Lab: Support vector classifier
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2020-11-09
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12
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Support Vector Machines
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2020-11-11
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12
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Support Vector Machines
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2020-11-13
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12
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Lab: Support vector machines with non-linear boundaries
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2020-11-16
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13
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Unsupervised Learning
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2020-11-18
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13
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Principal Components Analysis
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2020-11-20
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13
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Lab: PCA
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2020-11-23
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14
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Thanksgiving Break
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2020-11-25
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14
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Thanksgiving Break
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2020-11-27
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14
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Thanksgiving Break
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2020-11-30
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15
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Clustering
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2020-12-02
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15
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Clustering
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2020-12-04
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15
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Lab: Clustering
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2020-12-07
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16
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Neural Networks
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2020-12-09
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16
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Neural Networks + Deep Learning
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2020-12-11
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16
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Project Presentations
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