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STA6543 Predictive Modeling: Support Vector Machines
This covers problems from chapter 9 of ISLRv2, covering questions over Support Vector Machines.
STA6543 Predictive Modeling: Tree-Based Methods
Homework covering chapter 8 of ISLRv2, regarding Tree-Based Methods such as BART, decision tree, random forest, boosting, and bagging.
STA6933 Advanced Statistical Learning: Tree-Based Methods
This covers problems from chapter 8 of ISLRv2 and others relating to tree based methods, including XGBoost, Random Forest, Decision Trees, Bagging, and Boosting.
STA6543 Predictive Modeling: Linear Model Selection and Regularization
Homework covering chapter 6 of ISLRv2, Linear Model Selection and Regularization. This specifically covers ridge regression, Lasso, PLS, PCR, and stepwise regression.
STA6543 Predictive Modeling: Resampling Methods
This covers problems from chapter 5 of ISLRv2, covering problems over resampling methods such as K Fold Cross Validation and the Bootstrap Method.
STA6933 Advanced Statistical Learning: Non Linear Modeling
Problems over chapter 7 of ISLRv2, covering non linear modeling such as polynomial fits, step regression, and Generative Additive Models.
STA6543 Predictive Modeling: Classification
Practice problems covering classification from chapter 4 of Introduction to Statistical Learning in R v2.
STA6933 Advanced Statistical Learning: Unsupervised Learning
This is covering chapter 12 of ISLRv2, over unsupervised learning. It is over topics such as Principal Components Analysis, K means clustering, and hierarchical clustering.
STA6543 Predictive Modeling: Linear Regression
Assignment 2 of STA6543, covering chapter 3 of ISLR2 and the basics of linear regression.
STA6543 Predictive Modeling: Statistical Learning
Homework problems over chapter 2 of ISLRv2, covering basic questions of classification and regression.
STA6923 Statistical Learning: Linear Model Selection and Regularization
Homework 4 covering Chapter 6 of ISLR on Linear Model Selection and Regularization.
STA6923 Statistical Learning: Classification
Homework 3 for STA 6923, taken from Chapter 4 of ISLR.