Machine Learning Online Training

Data Preprocessing

• Overview of Data Preprocessing
• Get the dataset
• Importing the Libraries
• Importing the Dataset
• Missing Data
• Categorical Data
• Splitting the Dataset into the Training set and Test set
• Feature Scaling
• How to Set Up Working Directory

Regression

Simple Linear Regression

• How to get the dataset
• Dataset + Business Problem Description
• Simple Linear Regression Intuition
• Simple Linear Regression in Python
• Simple Linear Regression in R

Multiple Linear Regression

• How to get the dataset
• Dataset + Business Problem Description
• Multiple Linear Regression Intuition
• Multiple Linear Regression in Python
• Multiple Linear Regression in Python – Backward Elimination – Preparation
• Multiple Linear Regression in R

Polynomial Regression

• Polynomial Regression Intuition
• How to get the dataset
• Polynomial Regression in Python
• Python Regression Template
• Polynomial Regression in R
• R Regression Template

Support Vector Regression (SVR)

• How to get the dataset
• SVR in Python
• SVR in R

Decision Tree Regression

• Decision Tree Regression Intuition
• How to get the dataset
• Decision Tree Regression in Python
• Decision Tree Regression in R

Random Forest Regression

• Random Forest Regression Intuition
• How to get the dataset
• Random Forest Regression in Python
• Random Forest Regression in R

Evaluating Regression Models Performance

• R-Squared Intuition
• Adjusted R-Squared Intuition
• Interpreting Linear Regression Coefficients