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Linear Regression for Data Science: Implementation with R
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Linear Regression for Data Science: Implementation with R

This course is part of Data Science Professional Certificate.

Course Cost

₹ 12,275

Beginner

Skill Level

8 Weeks

Self-paced lessons

This course provides a comprehensive introduction to linear regression in data science, focusing on implementing regression analysis using R programming. Students learn to quantify relationships between variables and adjust for confounding effects through practical examples, including a case study on baseball analytics inspired by Moneyball. The course covers the historical development of linear regression by Galton, techniques for detecting and managing confounding variables, and practical implementation strategies in R for data analysis.

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4.1

29,590 Enrolled

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English

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olive-leaves-logo

4.1

29,590 Enrolled

olive-leaves-logo

English

What you'll learn

  • Understand the historical development of linear regression through Galton's work

  • Master the identification and management of confounding variables

  • Implement linear regression analysis using R programming

  • Apply statistical modeling techniques to real-world datasets

  • Interpret regression results and assess model validity

  • Develop practical data analysis skills for research and business applications

Skills you'll gain

Linear Regression
R Programming
Statistical Modeling
Data Analysis
Confounding Variables
Statistical Methods
Data Science
Research Methods

This course includes:

PreRecorded video

Graded assignments, exams

Access on Mobile, Tablet, Desktop

Limited Access access

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Module Description

This course offers a practical approach to understanding and implementing linear regression in data science applications. The curriculum covers fundamental concepts of linear regression, from its historical development to modern applications in data analysis. Students learn to identify and handle confounding variables, implement regression analysis in R, and interpret results effectively. Using real-world examples like baseball analytics, the course demonstrates how to apply linear regression techniques to solve practical problems and make data-driven decisions.

Fee Structure

Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Data Science Professional Certificate

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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.

Linear Regression for Data Science: Implementation with R

Beginner

Skill Level

8 Weeks

Self-paced lessons

Course Cost

₹ 12,275

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.