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Linear and Logistic Regression

The linear and logistic regression course offers a detailed introduction to fundamental statistical and machine learning algorithms, particularly focusing on regression techniques. The course begins with simple linear regression and progresses to multiple linear regression, equipping students with the ability to analyze relationships between multiple variables. Finally, it covers logistic regression, a powerful tool for classification problems.

  • Course
  • Intermediate
  • 20 hours
  • Updated: Sep 11, 2025

Subscription · Monthly

  • Cancel Anytime
  • Unlimited access to hundreds of top-rated courses
  • Hands-on projects with expert feedback
  • Personalized career coaching and interview prep
  • Program Certificates

Skills you'll learn

4 skills

  • Statistical modeling fundamentals
  • Logistic regression
  • Linear regression
  • Linear functions

Prerequisites

6 prerequisites

Prior to enrolling, you should have the following knowledge:

  • Basic probability
  • Pandas
  • Inferential statistics
  • Basic Python
  • NumPy

You will also need to be able to communicate fluently and professionally in written and spoken English.

Course Outline

  • 5 lessons
  • 1 project

Program Instructors

1 instructor

Unlike typical professors, our instructors come from Fortune 500 and Global 2000 companies and have demonstrated leadership and expertise in their professions:

Josh Bernhard

Staff Data Scientist

Josh Bernhard

Staff Data Scientist

About this program

The linear and logistic regression course offers a detailed introduction to fundamental statistical and machine learning algorithms, particularly focusing on regression techniques. The course begins with simple linear regression and progresses to multiple linear regression, equipping students with the ability to analyze relationships between multiple variables. Finally, it covers logistic regression, a powerful tool for classification problems.

Subscription · Monthly

  • Cancel Anytime
  • Unlimited access to hundreds of top-rated courses
  • Hands-on projects with expert feedback
  • Personalized career coaching and interview prep
  • Program Certificates

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