Model Interpretability & Explainable AI
Free Advanced course · 10 lessons · 2 weeks · Certificate on completion
Explain model decisions to stakeholders, auditors, and the people affected by them. Across 10 lessons you'll move from fundamentals to a portfolio-ready outcome — at your own pace, with quizzes after each lesson and a final exam to certify your mastery.
What you'll learn
- Why explanations matter
- Global vs local explanations
- Feature importance done right
- SHAP in practice
- LIME and surrogate models
- Partial dependence plots
Skills you'll pick up
- Why explanations matter
- Global vs local explanations
- Feature importance done right
- SHAP in practice
- LIME and surrogate models
- Partial dependence plots
Tools covered
- Explainable AI
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Why explanations matter
Module 1 of Model Interpretability & Explainable AI. 3 lessons · 3h
Module 2: Global vs local explanations
Module 2 of Model Interpretability & Explainable AI. 3 lessons · 3h
Module 3: Feature importance done right
Module 3 of Model Interpretability & Explainable AI. 3 lessons · 3h
Module 4: SHAP in practice
Module 4 of Model Interpretability & Explainable AI. 1 lessons · 1h
Lessons in this course
- Why explanations matter
- Global vs local explanations
- Feature importance done right
- SHAP in practice
- LIME and surrogate models
- Partial dependence plots
- Explaining deep models
- Counterfactual explanations
- Communicating uncertainty
- Explanation in regulated settings
Instructor
Chen Wei — Deep Learning Engineer
Chen Wei is a Deep Learning Engineer with years of hands-on experience teaching Explainable AI to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Model Interpretability & Explainable AI. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $145,000 per year · median India salary ₹20,30,000 per year · 23,881 open roles worldwide
- Explainable AI Specialist
- Senior Explainable AI Lead
- Explainable AI Consultant
Frequently asked questions
Is the Model Interpretability & Explainable AI course free?
Yes. Every Learnera course, including Model Interpretability & Explainable AI, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Model Interpretability & Explainable AI take?
10 lessons, typically completed in 2 weeks at a comfortable pace.
Do I get a certificate?
Yes — pass the final exam and you receive a free, verifiable certificate you can share on LinkedIn.