Overview
NVIDIA NeMo Data Designer facilitates the generation of synthetic data to train and evaluate agentic AI models. It addresses the scarcity, sensitivity, and cost challenges associated with real-world data. The tool allows users to design custom synthetic datasets from scratch or using existing example data. Users can configure LLMs and seed datasets to diversify the synthetic data, maintaining the patterns and characteristics of real-world data. The platform supports structured data generation with user-defined schemas, enabling the creation of high-fidelity synthetic documents for tax form validation, legal documents, and mortgage approvals. NeMo Safe Synthesizer ensures privacy-safe data generation, complying with regulations like HIPAA and GDPR, which allows seamless access to synthetic medical data. It also provides validation and evaluation tools, including automated metrics and LLM-based judges, to ensure high data quality.