Introduction to Machine Learning with SciKit LearnDiving Deep into Regression

This course explores regression techniques beyond linear models, including polynomial regression, ridge, lasso, and elastic net regressions. You will learn everything about regularization to train perfect regression models.

Print the First 10 Predictions

Complete the Linear Regression Model

Predicting Diabetes Health Metrics

Adjust Polynomial Degree to Enhance Regression

Polynomial Features for House Sizes

Predicting House Prices with Polynomial Regression

Predict House Prices Using Polynomial Regression

Adjust the Regularization Term for Ridge Regression

Complete the Ridge Regression Model

Comparing Performance of Linear Regression and Ridge

Ridge Regression with Diabetes Dataset

Modifying Lasso Regularization Strength

Lasso Coefficients for House Prices

Comparing LinearRegression to Lasso

Predict Health Metrics using Lasso Regression

Adjust Elastic Net Regularization

Adjust Elastic Net's l1_ratio Parameter

Elastic Net Regression with Diabetes Data

Complete Elastic Net Initialization and Fitting