keivanipchihagh / ML-Models-from-Scratch

Implementations of Machine Learning models, Regularizers, Optimizers and different Cost functions.

Linear Models

Implementations of LinearRegression, LassoRegression and RidgeRegression with appropriate Regularizers and Optimizers.

Linear Regression

• Optimizer: Square Least
• Regularizer: None

Lasso Regression

• Optimizer: Gradient Decent
• Regularizer: L1

Ridge Regression

• Optimizer: Gradient Decent
• Regularizer: L2