What is synthetic data generation?

What is synthetic data generation?

Synthetic data generation is the process of creating artificial data that mimics real-world data.

Why would someone use synthetic data instead of real data?

Synthetic data can be used to protect privacy, reduce bias, and create datasets for training AI models without legal issues.

Can you give me an example of how it's used in machine learning?

Sure! It's often used to train models in scenarios where real data is scarce or sensitive, like healthcare.

Are there any tools available for generating synthetic data?

Yes, there are several tools like Synthea, DataSynthesizer, and Gretel that help in generating synthetic datasets.