Regression

• Linear regression
• Feature selection
• Regularization

Classification

• Logistic regression

Tree-Based Methods

• Decision trees
  • Regression trees
  • Classification trees
• Bagging
  • Random Forests
• Boosting
  • AdaBoost
  • Gradient Boosting
  • BART
  • XGBoost
  • LightGBM
  • CatBoost

Support Vector Machines (SVM)

Unsupervised Learning

• K-Means Clustering
• DBScan
• PCA