How to Do Data Science Without Sharing Data

Ravendracroma04 Jun, 2025Education

Data science without sharing data uses privacy-preserving techniques like federated learning, differential privacy, and homomorphic encryption. These methods allow models to learn from data locally or in encrypted form, ensuring sensitive information remains secure while still enabling analysis and insights without moving or exposing the original data.