Regression

Topic 1: Introduction to Machine Learning and Data Science

• Lecture Video:

• Lecture Slides: Slides

Topic 2: Linear Regression

• Lecture Video:

• Lecture Slides: Slides

• References:

  • Linear Regression Using Python

• Concept Quiz: Quiz

Topic 3: Multi-Linear and Polynomial Regression

• Lecture Video:

• Lecture Slides: Slides

• References:

  • Polynomial Regression in Python

  • Overfitting vs Underfitting

  • Train Test Split

• Concept Quiz: Quiz

Exploratory Notebook

Linear and Polynomial Regression

More on Regression

Topic 1: Probabilistic Models for Regression

• Lecture Video: 

• Lecture Slides: Slides

• References:

  • “Introduction to Statistical Learning”: Chapter 2.1, 3.1, 3.2, 7.1

• Concept Quiz: Quiz

Topic 2: Non-Probabilistic Models for Regression

• Lecture Video: 

• Lecture Slides: Slides

• References:

  • “Introduction to Statistical Learning”: Chapter 8.1.1

• Concept Quiz: Quiz

Topic 3: k-Nearest Neighbor Regression

• Lecture Video:  

• Lecture Slides: Slides

• References:

  • K-Neighbors Regression Analysis in Python

In-class Exercise: Probabilistic Models and Non-Probabilistic Models for Regression

• Concept Quiz: Quiz