Linear Regression vs. Logistic Regression: What You Need to Know
August 12, 2024
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Instructor: Ryan Ahmed
4,337 already enrolled
Included with
(54 reviews)
Recommended experience
Beginner level
Basic math and python programming fundamentals
(54 reviews)
Recommended experience
Beginner level
Basic math and python programming fundamentals
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
Add to your LinkedIn profile
Only available on desktop
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.
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
Basic math and python programming fundamentals
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Practice new skills by completing job-related tasks.
Expert guidance
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Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
54 reviews
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Reviewed on Aug 26, 2024
Well explained and well structured. The instructors is knowledgeable.
Reviewed on Aug 30, 2023
Great learn-by-doing course for Linear Regression topic!
Reviewed on Oct 23, 2022
This is a good course for beginners who are having a background in python. You can understand basics of regression analysis and visualisation.
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