Harvard University - Building Regression Models with Linear Algebra
- Offered byCoursera
Building Regression Models with Linear Algebra at Coursera Overview
Duration | 6 hours |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course  |
Credential | Certificate |
Building Regression Models with Linear Algebra at Coursera Highlights
- Earn a Certificate upon completion
Building Regression Models with Linear Algebra at Coursera Course details
- In this course, you'll learn how to distinguish between the different types of regression models
- You will apply the Method of Least Squares to a dataset by hand and using Python
- In addition, you will learn how to employ a linear regression model to identify scenarios
Building Regression Models with Linear Algebra at Coursera Curriculum
Introduction to Regression Models
Introduction to Specialization
Course Introduction
Instructor Introduction
What is Regression Analysis?
Different Types of Regression Models
Regression Models in the Real World
Introduction to the Method of Least Squares
Introduction to the Method of Linear Regression Models
Welcome to Building Regression Models with Linear Algebra
Practice Quiz: Regression and Types of Regression Models
Practice Quiz: Which Model to Use?
Graded Quiz: Regression Definitions and Models
Using the Method of Least Squares
Applying the Method of Least Squares
Minimizing the Error
Practice Quiz: Method of Least Squares
Practice Quiz: Using the Method of Least Squares
Graded Quiz: Using the Method of Least Squares
Using Linear Regression Models
What is Linear Regression?
Multiple Linear Regressions in Python
Practice Quiz: Linear Regression Model
Graded Quiz: Linear Regression Model
Using Linear Regression Model
Solving a Real-World Problem Using Linear Regression Modeling: Part 1
Solving a Real-World Problem Using Linear Regression Modeling: Part 2
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