Diving 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.
Lessons and practices
Lesson 1: Recall of the Linear Regression Basics
Print the First 10 Predictions
Complete the Linear Regression Model
Predicting Diabetes Health Metrics
Lesson 2: Polynomial Regression
Adjust Polynomial Degree to Enhance Regression
Polynomial Features for House Sizes
Predicting House Prices with Polynomial Regression
Predict House Prices Using Polynomial Regression
Lesson 3: Ridge 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
Lesson 4: Lasso Regression
Modifying Lasso Regularization Strength
Lasso Coefficients for House Prices
Comparing LinearRegression to Lasso
Predict Health Metrics using Lasso Regression
Lesson 5: Elastic Net Regression
Adjust Elastic Net Regularization
Adjust Elastic Net's l1_ratio Parameter
Elastic Net Regression with Diabetes Data
Complete Elastic Net Initialization and Fitting
Interested in this course? Learn and practice with Cosmo!
Practice is how you turn knowledge into actual skills.