Linear Regression Analysis in R - Machine Learning Basics

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

Created by Start-Tech Academy

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What you'll learn

• 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
• Requirements
• Students will need to install R and R studio software but we have a separate lecture to help you install the same