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Understand the theory and intuition behind simple linear regression models
Build, train and test a simple linear regression model in Sklearn
Perform data cleaning, feature engineering and visualization
Hello everyone and welcome to this hands-on guided project on simple linear regression for the absolute beginner. In simple linear regression, we predict the value of one variable Y based on another variable X. X is called the independent variable and Y is called the dependent variable. This guided project is practical and directly applicable to many industries. You can add this project to your portfolio of projects which is essential for your next job interview.
Python Programming
Linear Regression
Machine Learning
regression
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Understand the Problem Statement
Import Libraries and Datasets
Practice Opportunity #1 [Optional]
Perform Data Visualization
Create Training and Testing Datasets
Practice Opportunity #2 [Optional]
Understand the theory behind Simple Linear Regression
Train a simple linear regression model
Practice Opportunity #3 [Optional]
Evaluate Trained Simple Linear Regression Model Performance
Practice Opportunity #4 [Optional]
Final Capstone Project Overview
Final Capstone Project Solution
Your workspace is a cloud desktop right in your browser, no download required
In a split-screen video, your instructor guides you step-by-step
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You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.
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