mostlyai

Why we included this project

MostlyAI is a Python SDK that generates synthetic copies of your own data. You train a model on tabular, text, or time-series records, then produce as many synthetic samples as you need, with controls for differential privacy and conditional generation, plus rebalancing for underrepresented segments. It runs locally on your own compute by default, or you can point it at a remote endpoint, and it includes quality reports that score fidelity and privacy, so you can tell whether the output is trustworthy. Teams that need realistic test data without exposing real records will find it useful, whether they are data engineers, ML practitioners, or just building demos and staging environments from sensitive production data.