Skip to content
MathWorks

Self-Paced Online Courses

  • Self-Paced Content
  • MathWorks
  • MATLAB Help Center
  • Community
  • Learning
  • Get MATLAB MATLAB
  • Sign In
    • My Account
    • My Community Profile
    • Link License
    • Sign Out
  • Contact MathWorks Support
  • Visit mathworks.com
  • Online Courses
MathWorks MathWorks

Select a Web Site

Choose a web site to get translated content where available and see local events and offers. Based on your location, we recommend that you select: .

  • (English)
  • (Deutsch)
  • (Français)
  • （简体中文）
  • (English)

You can also select a web site from the following list

How to Get Best Site Performance

Select the China site (in Chinese or English) for best site performance. Other MathWorks country sites are not optimized for visits from your location.

Americas

  • América Latina (Español)
  • Canada (English)
  • United States (English)

Europe

  • Belgium (English)
  • Denmark (English)
  • Deutschland (Deutsch)
  • España (Español)
  • Finland (English)
  • France (Français)
  • Ireland (English)
  • Italia (Italiano)
  • Luxembourg (English)
  • Netherlands (English)
  • Norway (English)
  • Österreich (Deutsch)
  • Portugal (English)
  • Sweden (English)
  • Switzerland
    • Deutsch
    • English
    • Français
  • United Kingdom (English)

Asia Pacific

  • Australia (English)
  • India (English)
  • New Zealand (English)
  • 中国
    • 简体中文
    • English
  • 日本 (日本語)
  • 한국 (한국어)

Contact your local office

image for course Explainable Machine Learning

Explainable Machine Learning

Learn how to interpret decisions made by simple, inherently interpretable machine learning models. Explore techniques for calculating and visualizing feature importance, and use these insights to explain overall model behavior and individual predictions.

Course modules

Introduction

Familiarize yourself with the course and the Regression Learner app.

Lessons:
  • Course Overview
  • Course Example: Predict Daily Bike Rentals

Interpretable Models

Train and interpret decision tree and linear regression models.

Lessons:
  • Overview of Interpretable Models
  • Decision Tree Model Interpretation
  • Linear Regression Model Interpretation

Global Explanations

Apply global explanation methods to understand model behavior.

Lessons:
  • Overview of Global Explanations
  • Global Importance
  • Global Summary
  • Global Dependence

Local Explanations

Apply local explanation methods to understand individual predictions behavior.

Lessons:
  • Overview of Local Explanations
  • Local Shapley
  • LIME (Local Interpretable Model-Agnostic Explanations)
  • Local Explanations in Practice

Conclusion

Learn next steps and give feedback on the course.

Lessons:
  • Summary
  • Additional Resources
  • Survey

Format:Self-paced

Language:English

Language

  • Hands-on exercises with automated feedback
  • Access to MATLAB through your web browser
  • Shareable progress report and course certificate

Classification Methods with Machine Learning

Learn and apply different machine learning methods for classification.

Regression Methods with Machine Learning

Learn and apply different machine learning methods for regression.

Machine Learning Onramp

Learn the basics of practical machine learning methods for classification problems.

  • Trust Center
  • Trademarks
  • Privacy Policy
  • Preventing Piracy
  • Application Status
  • Contact Us

© 1994-2025 The MathWorks, Inc.