Tutorialspoint

April Learning Carnival is here, Use code FEST10 for an extra 10% off

Linear Regression Analysis in R - Machine Learning Basics

person icon Abhishek And Pukhraj

4.2

Linear Regression Analysis in R - Machine Learning Basics

Linear Regression in R studio. Simple & multiple Regression Analysis is essential for Machine Learning and Econometrics

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Abhishek And Pukhraj

English [CC]

category icon Development,R Programming,Data Science,Machine Learning

Lectures -55

Resources -1

Duration -6 hours

4.2

price-loader

30-days Money-Back Guarantee

Training 5 or more people ?

Get your team access to 10000+ top Tutorials Point courses anytime, anywhere.

Course Description

You're looking for a complete Linear Regression course that teaches you everything you need to create a Linear Regression model in R, right?

You've found the right Linear Regression course!

After completing this course you will be able to:

· Identify the business problem which can be solved using linear regression technique of Machine Learning.

· Create a linear regression model in R and analyze its result.

· Confidently practice, discuss and understand Machine Learning concepts

A Verifiable Certificate of Completion is presented to all students who undertake this Machine learning basics course.

How this course will help you?

If you are a business manager or an executive, or a student who wants to learn and apply machine learning in Real world problems of business, this course will give you a solid base for that by teaching you the most popular technique of machine learning, which is Linear Regression

Why should you choose this course?

This course covers all the steps that one should take while solving a business problem through linear regression.

Most courses only focus on teaching how to run the analysis but we believe that what happens before and after running analysis is even more important i.e. before running analysis it is very important that you have the right data and do some pre-processing on it. And after running analysis, you should be able to judge how good your model is and interpret the results to actually be able to help your business.

What makes us qualified to teach you?

The course is taught by Abhishek and Pukhraj. As managers in Global Analytics Consulting firm, we have helped businesses solve their business problem using machine learning techniques and we have used our experience to include the practical aspects of data analysis in this course

Why learn Linear regression technique of Machine learning?

There are four reasons to learn Linear regression technique of Machine learning:

1. Linear Regression is the most popular machine learning technique

2. Linear Regression has fairly good prediction accuracy

3. Linear Regression is simple to implement and easy to interpret

4. It gives you a firm base to start learning other advanced techniques of Machine Learning

Who this course is for:

  • People pursuing a career in data science
  • Working Professionals beginning their Data journey
  • Statisticians needing more practical experience
  • Anyone curious to master Linear Regression from beginner to advanced in short span of time

Goals

What will you learn in this course:

  • Learn how to solve real life problem using the Linear Regression technique
  • Preliminary analysis of data using Univariate and Bivariate analysis before running Linear regression
  • Predict future outcomes basis past data by implementing Simplest Machine Learning algorithm
  • Understand how to interpret the result of Linear Regression model and translate them into actionable insight
  • Understanding of basics of statistics and concepts of Machine Learning
  • Indepth knowledge of data collection and data preprocessing for Machine Learning Linear Regression problem
  • Learn advanced variations of OLS method of Linear Regression
  • Course contains a end-to-end DIY project to implement your learnings from the lectures
  • How to convert business problem into a Machine learning Linear Regression problem
  • How to do basic statistical operations in R
  • Advanced Linear regression techniques using GLMNET package of R
  • Graphically representing data in R before and after analysis

Prerequisites

What are the prerequisites for this course?

  • Students will need to install R and R studio software but we have a separate lecture to help you install the same
Linear Regression Analysis in R - Machine Learning Basics

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
2 Lectures
  • play icon Welcome to the course! 02:21 02:21
  • play icon Course contents 06:53 06:53
Basics of Statistics
6 Lectures
Tutorialspoint
Getting started with R and R studio
8 Lectures
Tutorialspoint
Introduction to Machine Learning
2 Lectures
Tutorialspoint
Data Preprocessing
18 Lectures
Tutorialspoint
Linear Regression Model
12 Lectures
Tutorialspoint
Regression models other than OLS
6 Lectures
Tutorialspoint

Instructor Details

Abhishek and Pukhraj

Abhishek and Pukhraj

e


Course Certificate

Use your certificate to make a career change or to advance in your current career.

sample Tutorialspoint certificate

Our students work
with the Best

Feedbacks

B

Bhupesh Tomer

e

I really like the way you present, Very much simple and Interesting one. Could not go out of focus till the time watching your videos. Thank you so much.

Related Video Courses

View More

Annual Membership

Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses

Subscribe now
Annual Membership

Online Certifications

Master prominent technologies at full length and become a valued certified professional.

Explore Now
Online Certifications

Talk to us

1800-202-0515