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Install instructions
Datasets used in ISLP
Auto Data
Bike sharing data
Boston Data
Brain Cancer Data
Caravan
Sales of Child Car Seats
U.S. News and World Report’s College Data
Credit Card Balance Data
Credit Card Default Data
Fund Manager Data
Baseball Data
Khan Gene Data
NCI 60 Data
New York Stock Exchange Data
Orange Juice Data
Portfolio Data
Time-to-Publication Data
S&P Stock Market Data
Violent Crime Rates by US State
Mid-Atlantic Wage Data
Weekly S&P Stock Market Data
Transforms for flexible features
Polynomial features
Spline features
Derived features: using PCA on a subset of columns
Tools for regression models
Building design matrices with
ModelSpec
Model selection using
ModelSpec
ANOVA using
ModelSpec
Helper functions
Clustering
Generalized Additive Models
Survival Analysis
Support Vector Machines
Labs
Introduction to Python
Linear Regression
Logistic Regression, LDA, QDA, and KNN
Cross-Validation and the Bootstrap
Linear Models and Regularization Methods
Non-Linear Modeling
Tree-Based Methods
Support Vector Machines
Deep Learning
Survival Analysis
Unsupervised Learning
Multiple Testing
Creating IMDB dataset from
keras
version
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