Shypd.aiThe largest open index of AI toolsmostlyai is an open-source Synthetic Data SDK that allows users to train generators, create synthetic datasets, and connect to various data sources. It supports high-fidelity, privacy-safe synthetic data generation for diverse applications.
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mostlyai is an open-source Synthetic Data SDK designed for generating high-fidelity, privacy-safe synthetic data. It offers a Python toolkit for creating, browsing, and managing generators, synthetic datasets, and connectors. Users can train synthetic data generators on tabular or language data, create synthetic samples, and connect to various data sources like databases and cloud storages. Key features include broad data support for mixed-type, single-table, multi-table, and time-series data, multiple model types including TabularARGN and fine-tuned Hugging Face language models, and advanced training options like GPU/CPU support and differential privacy. The SDK also provides automated quality assurance with in-depth HTML reports and flexible sampling capabilities for up-sampling, conditional simulations, and re-balancing underrepresented segments. It can be installed in LOCAL or CLIENT mode, with Docker support available for isolated environments.
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