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Building Regression Models with Linear Algebra
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Building Regression Models with Linear Algebra

Learn to build and apply regression models using linear algebra and Python, covering least squares method and practical applications.

Course Cost

Free course

Beginner

Skill Level

5 Hours

Self-paced lessons

This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Linear Algebra for Data Science Using Python Specialization program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.

What you'll learn

  • Define and distinguish between different types of regression models

  • Apply the Method of Least Squares to datasets manually and with Python

  • Implement linear regression models for real-world scenarios

  • Analyze and interpret regression results

  • Solve practical problems using regression modeling

Skills you'll gain

Regression Analysis
Linear Algebra
Python Programming
Data Science
Statistical Analysis
Method of Least Squares
Linear Regression
Data Modeling
Mathematical Analysis
Statistical Modeling

This course includes:

1.13 Hours PreRecorded video

6 quizzes, 2 assignments

Access on Mobile, Tablet, Desktop

FullTime access

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Certificate

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There are 4 modules in this course

This course teaches the fundamentals of building regression models using linear algebra principles. Students learn different types of regression models, how to apply the Method of Least Squares both manually and using Python, and practical applications in real-world scenarios. The curriculum covers essential concepts from basic regression analysis to multiple linear regression implementation.

Introduction to Regression Models

Module 1 · 2 Hours to complete

Using the Method of Least Squares

Module 2 · 1 Hours to complete

Using Linear Regression Models

Module 3 · 1 Hours to complete

Using Linear Regression Model

Module 4 · 55 Minutes to complete

Fee Structure

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Building Regression Models with Linear Algebra

Beginner

Skill Level

5 Hours

Self-paced lessons

Course Cost

Free course

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.