688 S21
46 videos • 228 views • by StatisticallyUncertain
1
688 S21 Lecture 1 - Linear Review
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2
688 S21 Lab1 - Introduction to R
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688 S21 Lab 3 - More Regression
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688 S21 Lecture 3 - More Regression
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688 S21 Lecture 2 - Regression
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688 S21 Lab 2 - Regression
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688 S21 Lecture 4 - KNN
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688 S21 Lab 5 - Evaluation
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688 S21 Lab 4 - KNN
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10
688 S21 Lecture 5 - Evaluation
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688 S21 Lab 6 - Evaluation
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12
688 S21 Lecture 6 - Bias-Variance Tradeoff
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13
688 S21 Lab 7 - KNN Classification
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14
688 S21 Lecture 7 - Minimum Risk Regression and Classification
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15
688 S21 Lecture 8 - Classification
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16
688 S21 Lab 9 - LDA
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17
688 S21 Lab 8 - More KNN
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18
688 Lecture 9 - Linear Classifiers
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688 S21 Lecture 10 - LDA and QDA
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20
688 S21 Lab 10 -- More LDA and QDA
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21
688 S21 Lab 11 - Logistic Regression
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688 S21 Lecture 12 - Variable Selection
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688 S21 Lecture 11 - Logistic Regression
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24
688 Lab 12 - Variable Selection
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688 S21 Lab 13 - Ridge Regression
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688 S21 Lecture 13 - Ridge Regression
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688 S21 Lab 14 - LASSO
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688 S21 Lecture 14 - LASSO
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688 S21 Lab 16 - PCR
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688 S21 Lab 15 - PCA
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688 S21 Lecture 16 - PCR
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688 S21 Lecture 15 - PCA
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688 Lab 17 - Clustering
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688 Lecture 17 - Clustering
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688 Lab 19 - Trees
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688 Lecture 19 - Trees
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688 S21 Lecture 18 - More Clustering
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688 S21 Lab 18 - More Clustering
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688 S21 Lecture 21 - Boosting
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688 S21 Lab 21 - Boosting
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688 Lab 20 - Bagging and RFs
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688 S21 Lecture 20 - Bagging and RFs
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688 S21 Lab 22 - Nonparametric Regression
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688 S21 Lecture 23 - Kernel PCA
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688 S21 Lab 23 - Kernel PCA
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46
688 S21 Lecture 22 - Nonparametric Regression
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