Hello everyone and welcome to this new hands-on project on Scikit-Learn for solving machine learning regression problems. In this project, we will learn how to build and train regression models using Scikit-Learn library. Scikit-learn is a free machine learning library developed for python. Scikit-learn offers several algorithms for classification, regression, and clustering. Several famous machine learning models are included such as support vector machines, random forests, gradient boosting, and k-means.
Scikit-Learn to Solve Regression Machine Learning Problems
Learn, practice, and apply job-ready skills with expert guidance
Beginner level
Recommended experience
2 hours
Learn at your own pace
Hands-on learning
What you'll learn
Train machine learning regression models using Scikit-Learn library
Understand the theory and intuition behind XG-Boost regression model
Evaluate several trained regression models performance using various Key Performance Indicators (KPIs)
Skills you'll practice
Details to know
Shareable certificate
Add to your LinkedIn profile
Taught in English
No downloads or installation required
Only available on desktop
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Learn, practice, and apply job-ready skills in less than 2 hours
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- Gain hands-on experience solving real-world job tasks
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About this Guided Project
Learn step-by-step
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 Key Libraries and Datasets
Practice Opportunity #1 [Optional]
Perform Data Visualization
Perform Feature Engineering
Understand XG-Boost Algorithm
Train an XG-Boost Regression Model
Evaluate Trained Model Performance
Practice Opportunity #2 [Optional]
Final Capstone Project
Recommended experience
Python programming and Machine Learning Basics
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Instructor
Offered by
How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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Frequently asked questions
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.