Labs

The current version of the labs for ISLP are included here.

Package versions

Attention

Python packages change frequently. The labs here are built with specific versions of the various packages.

To ensure you have the same package versions as those built here, run:

pip install -r https://raw.githubusercontent.com/intro-stat-learning/ISLP_labs/v2/requirements.txt;

• 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