Monthly Subscription Starting at AED 99 + VAT

Building Regression Models with Linear Algebra
  • Level Foundation
  • Duration 6 hours
  • Course by Howard University
  • Offered by

About

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. Let's get started!

Modules

Introduction to Specialization and Course

    • 3 Videos
    • 1 Readings
    • 1 Discussion
Show info about module content

1 Discussions

  • Meet and Greet Forum

3 Videos

  • Introduction to Specialization
  • Course Introduction
  • Instructor Introduction

1 Readings

  • Welcome to Building Regression Models with Linear Algebra

Defining Regression

    • 3 Videos
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Regression and Types of Regression Models

3 Videos

  • What is Regression Analysis?
  • Different Types of Regression Models
  • Regression Models in the Real World

Types of Regression Models

    • 2 Videos
    • 1 Discussion
    • 2 Assignment
Show info about module content

2 Assignment

  • Practice Quiz: Which Model to Use?
  • Graded Quiz: Regression Definitions and Models

1 Discussions

  • Using a Regression Model to Solve a Problem

2 Videos

  • Introduction to the Method of Linear Regression Models
  • Introduction to the Method of Least Squares

Applying the Method of Least Squares

    • 1 Videos
    • 1 Discussion
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Method of Least Squares

1 Discussions

  • How Could You Use the Method of Least Squares?

1 Videos

  • Applying the Method of Least Squares

Applying the Method of Least Squares Using Python

    • 1 Videos
    • 2 Assignment
Show info about module content

2 Assignment

  • Practice Quiz: Using the Method of Least Squares
  • Graded Quiz: Using the Method of Least Squares

1 Videos

  • Minimizing the Error

Understanding Linear Regression Models

    • 2 Videos
    • 2 Assignment
Show info about module content

2 Assignment

  • Practice Quiz: Linear Regression Model
  • Graded Quiz: Linear Regression Model

2 Videos

  • What is Linear Regression?
  • Multiple Linear Regressions in Python

Apply Linear Regression Model

    • 2 Videos
    • 1 PeerReview
Show info about module content

1 Peer Review

  • Applying Linear Regression Models

2 Videos

  • Solving a Real-World Problem Using Linear Regression Modeling: Part 1
  • Solving a Real-World Problem Using Linear Regression Modeling: Part 2

Auto Summary

"Building Regression Models with Linear Algebra" is a foundational course in IT & Computer Science, taught by Coursera. It focuses on distinguishing various regression models, applying the Method of Least Squares manually and with Python, and utilizing linear regression for scenario identification. The course spans 360 minutes and offers Starter and Professional subscription options, making it ideal for beginners seeking to understand linear algebra's application in regression modeling.

Dennis Davenport
Instructors

Dennis Davenport

MOUSSA DOUMBIA
Instructors

MOUSSA DOUMBIA