Synthetic Data Generation
Synthetic Data Generation involves creating artificial datasets that mimic real-world data patterns using algorithms and generative models. This skill enables training AI systems when real data is scarce, sensitive, or imbalanced, while preserving privacy and improving model robustness.
Companies urgently need synthetic data to overcome data scarcity for frontier AI models, comply with strict privacy regulations like GDPR, and create balanced datasets for underrepresented scenarios. The rise of generative AI and increased regulatory scrutiny make synthetic data essential for scaling AI development while mitigating legal and ethical risks.
🎓 Courses
Synthetic Data: How To Use It and Generate It
In this course, you will learn what synthetic data is, how to generate it, how to evaluate it, and how to use it effectively and efficiently i
Generative AI for Synthetic Data Modelling with Python SDV
Generating Synthetic Data with GenAI tools and Python: Techniques, Model Selection, and Real-World Applications
📖 Books
Synthetic Data and Generative AI
Vincent Granville · 2024
Practical guide covering modern techniques, tools, and real-world applications.
The Synthetic Data Handbook
Michele Chambers, John K. Thompson · 2023
Comprehensive overview of synthetic data methods, governance, and implementation.
Practical Synthetic Data Generation: Balancing Privacy and the Broad Availability of Data: Emam, Khaled El, Mosquera, Lucy, Hoptroff, Richard: 9781492072744
· 2025
This practical book introduces techniques for generating synthetic data—fake data generated from real data—so you can perform seconda
Synthetic Data for Deep Learning: Generate Synthetic Data for Decision Making and Applications with Python and R: 9781484285862: Gürsakal, Necmi, Çelik, Sadullah, Birişçi, Esma: Books
· 2025
You’ll work through practical examples of synthetic data generation using Python and R, placing its purpose and methods in a real-world context. Gener
Synthetic Data for Machine Learning: Revolutionize your approach to machine learning with this comprehensive conceptual guide: Abdulrahman Kerim: 9781803245409
· 2025
Discover state-of-the-art synthetic data generation approaches and solutions · Uncover synthetic data potential by working on diverse
🛠️ Tutorials & Guides
Unlocking the Power of Synthetic Data Generation: Methods, Use Cases & Insights
Join us for a deep dive into the world of tabular synthetic data generation for software testing: uncovering its powerful techniques, versatile use ca
What is Synthetic Data Generation
This video describes synthetic data generation and its importance. Synthetic data generation involves creating completely artificial data that appears
Solving Synthetic Data generation using LLMs - Chinmay Naik | mitramadal.ai EP2 - 2026
In this talk at mitramandal.ai EP2, Chinmay Naik (Founder & CEO, One2N) walks through how One2N solved the problem of synthetic data generation us
Synthetic Data Generation For Development And Testing Of AI Apps
This session from BUILD 2024 provides a demonstration of how to create production-realistic structured data with Snowflake’s new synthetic data genera
Random Samples: Synthetic Data Generation via SDG-Hub [May 2, 2025]
Welcome to Random Samples — a weekly AI seminar series that bridges the gap between cutting-edge research and real-world application.
Synthetic Data Generation for Smarter AI Workflows
Ready to become a certified watsonx Data Scientist? Register now and use code IBMTechYT20 for 20% off of your exam → https://ibm.biz/BdbWA4Learn more
Learning resources last updated: March 16, 2026