Multi-Armed Bandits for Product Teams
Free Intermediate course · 10 lessons · 3 weeks · Certificate on completion
Use bandits to optimise offers, layouts and notifications faster than fixed A/B tests. 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
- The explore-exploit trade-off
- Epsilon-greedy strategies
- Upper confidence bounds
- Thompson sampling
- Contextual bandits
- Reward design for products
Skills you'll pick up
- The explore-exploit trade-off
- Epsilon-greedy strategies
- Upper confidence bounds
- Thompson sampling
- Contextual bandits
- Reward design for products
Tools covered
- Multi-Armed Bandits
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: The explore-exploit trade-off
Module 1 of Multi-Armed Bandits for Product Teams. 3 lessons · 3h
Module 2: Thompson sampling
Module 2 of Multi-Armed Bandits for Product Teams. 3 lessons · 3h
Module 3: Bandits vs A/B tests
Module 3 of Multi-Armed Bandits for Product Teams. 2 lessons · 2h
Module 4: Guardrails and safety limits
Module 4 of Multi-Armed Bandits for Product Teams. 2 lessons · 2h
Lessons in this course
- The explore-exploit trade-off
- Epsilon-greedy strategies
- Upper confidence bounds
- Thompson sampling
- Contextual bandits
- Reward design for products
- Bandits vs A/B tests
- Off-policy evaluation
- Guardrails and safety limits
- Running a bandit in production
Instructor
Tomás Herrera — Staff Data Scientist
Tomás Herrera is a Staff Data Scientist with years of hands-on experience teaching Multi-Armed Bandits to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Multi-Armed Bandits for Product Teams. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $138,000 per year · median India salary ₹19,32,000 per year · 70,267 open roles worldwide
- Multi-Armed Bandits Specialist
- Senior Multi-Armed Bandits Lead
- Multi-Armed Bandits Consultant
Frequently asked questions
Is the Multi-Armed Bandits for Product Teams course free?
Yes. Every Learnera course, including Multi-Armed Bandits for Product Teams, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Multi-Armed Bandits for Product Teams 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.