IIRF Online > Finance & Accounting > Money Management Tools > Excel Analytics > Linear Regression - Step by Step Guide
Linear Regression - Step by Step Guide by upGrad
Start your Machine Learning journey with this course on Regression, covering simple and multiple linear regression and its industry relevance.
Skills you will learn!
Curriculum
5 Topics
Introduction to machine learning
Supervised and unsupervised learning methods
The linear regression model
Residuals
Residual sum of squares (RSS) and R虏 (R-squared)
4 Topics
Reading & Understanding the Data
Hypothesis Testing
Building a Linear Model
Linear Regression using SKLearn
4 Topics
Multicollinearity
Dealing with Categorical Variables
Model Assessment
Feature Selection
4 Topics
Data Preparation
Building the Model
Residual Analysis & Predictions
Variable Selection using RFE
4 Topics
Prediction vs Projection
Media Company Case Study
Exploratory Data Analysis
Model Building
Linear Regression - Step by Step Guide
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