Welcome to this hands-on, guided introduction to Explainable Machine Learning with LIME and H2O in R. By the end of this project, you will be able to use the LIME and H2O packages in R for automatic and interpretable machine learning, build classification models quickly with H2O AutoML and explain and interpret model predictions using LIME.
Explainable Machine Learning with LIME and H2O in R
Taught in English
Instructor: Snehan Kekre
2,265 already enrolled
Included with
Guided Project
Recommended experience
(58 reviews)
What you'll learn
Use LIME and H2O for automatic and interpretable machine learning
Build Classification Models with AutoML
Explain and Interpret the Model Predictions using LIME
Skills you'll practice
Details to know
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Guided Project
Recommended experience
(58 reviews)
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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:
Introduction and Project Overview
Import Libraries and Load the IBM HR Employee Attrition Data
Preprocess Data using Recipes
Start H2O Cluster and Create Train/Test Splits
Run AutoML to Train and Tune Models
Leaderboard Exploration
Model Performance Evaluation
Local Interpretable Model-Agnostic Explanations (LIME)
Apply LIME to Interpret Model Outcomes
Recommended experience
Prior experience in R programming, basic machine learning theory, and training ML models with any framework in R
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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.