Synthetic Data Generation
Free Advanced course · 10 lessons · 3 weeks · Certificate on completion
Generate data that is useful and safe when real data is scarce, private, or imbalanced. 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
- When synthetic data helps
- Privacy-preserving generation
- Tabular synthesis methods
- Text and dialogue generation
- Image and edge-case synthesis
- Balancing rare classes
Skills you'll pick up
- When synthetic data helps
- Privacy-preserving generation
- Tabular synthesis methods
- Text and dialogue generation
- Image and edge-case synthesis
- Balancing rare classes
Tools covered
- Synthetic Data
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: When synthetic data helps
Module 1 of Synthetic Data Generation. 3 lessons · 3h
Module 2: Privacy-preserving generation
Module 2 of Synthetic Data Generation. 3 lessons · 3h
Module 3: Tabular synthesis methods
Module 3 of Synthetic Data Generation. 3 lessons · 3h
Module 4: Text and dialogue generation
Module 4 of Synthetic Data Generation. 1 lessons · 1h
Lessons in this course
- When synthetic data helps
- Privacy-preserving generation
- Tabular synthesis methods
- Text and dialogue generation
- Image and edge-case synthesis
- Balancing rare classes
- Fidelity and utility metrics
- Leakage and memorisation risks
- Mixing synthetic with real data
- Documenting synthetic datasets
Instructor
Tomas Lindqvist — Applied AI Researcher
Tomas Lindqvist is a Applied AI Researcher with years of hands-on experience teaching Synthetic Data to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Synthetic Data Generation. 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 · 142,309 open roles worldwide
- Synthetic Data Specialist
- Senior Synthetic Data Lead
- Synthetic Data Consultant
Frequently asked questions
Is the Synthetic Data Generation course free?
Yes. Every Learnera course, including Synthetic Data Generation, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Synthetic Data Generation 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.