PyVacy
PyVacy is a Python library designed for implementing privacy-preserving machine learning algorithms, particularly focusing on differential privacy. It provides tools and utilities to add differential privacy guarantees to machine learning models, helping protect sensitive data during training and inference. The library supports various privacy mechanisms and integrates with popular deep learning frameworks like PyTorch.
Developers should learn PyVacy when building machine learning applications that handle sensitive data, such as in healthcare, finance, or social media, to comply with privacy regulations like GDPR or HIPAA. It is essential for scenarios where model training on private datasets must prevent data leakage or membership inference attacks, ensuring ethical AI practices and user trust.