Leverage AWS AutoGluon to prototype several machine learning regression algorithm
Evaluate several trained regression models performance by visualizing a model leaderboard
Understand various AWS AutoGluon presets
Hello everyone and welcome to this new hands-on project on Machine Learning Regression with Amazon Web Services (AWS) AutoGluon. In this project, we will train several regression models using a super powerful library known as AutoGluon. AutoGluon is the library behind AWS SageMaker autopilot and it allows for quick prototyping of several powerful models using a few lines of code.
Data Analysis
Machine Learning
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Understand the Business Case
Practice Opportunity #1 [Optional]
Calculate Data Statistical Summary
Perform Data Visualization
Practice Opportunity #2 [Optional]
Understand AWS AutoGluon Fundamentals
Train Regression Models Using AWS AutoGluon
Evaluate Trained Model Performance
Final Capstone Project
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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