Lattice
Lattice is an open-source framework for building and deploying machine learning models, particularly focused on privacy-preserving and secure computation. It provides tools for developing applications that use cryptographic techniques like secure multi-party computation (MPC) and homomorphic encryption to protect data during processing. The framework is designed to enable machine learning on sensitive data without exposing raw information, making it suitable for industries with strict privacy requirements.
Developers should learn Lattice when working on projects that require machine learning on confidential data, such as in healthcare, finance, or government sectors, where data privacy is critical. It is useful for building applications that comply with regulations like GDPR or HIPAA by ensuring data remains encrypted during analysis. Use cases include secure predictive analytics, fraud detection, and collaborative machine learning across organizations without sharing raw datasets.