Feature Stores for Machine Learning
Free Advanced course · 10 lessons · 4 weeks · Certificate on completion
Share consistent features between training and serving with Feast and friends. 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 training-serving skew problem
- What a feature store does
- Offline vs online stores
- Point-in-time correct joins
- Feature definitions with Feast
- Streaming features
Skills you'll pick up
- The training-serving skew prob
- What a feature store does
- Offline vs online stores
- Point-in-time correct joins
- Feature definitions with Feast
- Streaming features
Tools covered
- Feature Stores
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: The training-serving skew problem
Module 1 of Feature Stores for Machine Learning. 3 lessons · 3h
Module 2: Point-in-time correct joins
Module 2 of Feature Stores for Machine Learning. 3 lessons · 3h
Module 3: Feature reuse and discovery
Module 3 of Feature Stores for Machine Learning. 2 lessons · 2h
Module 4: Latency budgets
Module 4 of Feature Stores for Machine Learning. 2 lessons · 2h
Lessons in this course
- The training-serving skew problem
- What a feature store does
- Offline vs online stores
- Point-in-time correct joins
- Feature definitions with Feast
- Streaming features
- Feature reuse and discovery
- Governance and ownership
- Latency budgets
- Choosing build vs buy
Instructor
Tomás Herrera — Staff Data Scientist
Tomás Herrera is a Staff Data Scientist with years of hands-on experience teaching Feature Stores to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Feature Stores for Machine Learning. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $158,000 per year · median India salary ₹22,12,000 per year · 89,191 open roles worldwide
- Feature Stores Specialist
- Senior Feature Stores Lead
- Feature Stores Consultant
Frequently asked questions
Is the Feature Stores for Machine Learning course free?
Yes. Every Learnera course, including Feature Stores for Machine Learning, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Feature Stores for Machine Learning take?
10 lessons, typically completed in 4 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.