Model Explainability for Business Decisions
Free Intermediate course · 10 lessons · 3 weeks · Certificate on completion
Explain model decisions to managers, customers and auditors in plain language. 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
- Who needs explanations and why
- Global vs local explanations
- Permutation importance
- Partial dependence and ICE
- SHAP in practice
- Counterfactual explanations
Skills you'll pick up
- Who needs explanations and why
- Global vs local explanations
- Permutation importance
- Partial dependence and ICE
- SHAP in practice
- Counterfactual explanations
Tools covered
- Model Explainability
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Who needs explanations and why
Module 1 of Model Explainability for Business Decisions. 3 lessons · 3h
Module 2: Partial dependence and ICE
Module 2 of Model Explainability for Business Decisions. 3 lessons · 3h
Module 3: Explaining to non-technical people
Module 3 of Model Explainability for Business Decisions. 2 lessons · 2h
Module 4: Pitfalls of explanations
Module 4 of Model Explainability for Business Decisions. 2 lessons · 2h
Lessons in this course
- Who needs explanations and why
- Global vs local explanations
- Permutation importance
- Partial dependence and ICE
- SHAP in practice
- Counterfactual explanations
- Explaining to non-technical people
- Adverse-action reasons
- Pitfalls of explanations
- Building an explanation report
Instructor
Priya Nair — Data Science Lead
Priya Nair is a Data Science Lead with years of hands-on experience teaching Model Explainability to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Model Explainability for Business Decisions. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $125,000 per year · median India salary ₹17,50,000 per year · 82,027 open roles worldwide
- Model Explainability Specialist
- Senior Model Explainability Lead
- Model Explainability Consultant
Frequently asked questions
Is the Model Explainability for Business Decisions course free?
Yes. Every Learnera course, including Model Explainability for Business Decisions, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Model Explainability for Business Decisions take?
10 lessons, typically completed in 3 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.