Singularize Your Neural Networks - Ensuring Privacy-Preserving Inference

Explore privacy-preserving machine learning techniques in this DefCamp 2024 conference presentation where Security Researcher Mihail-Iulian Pleșa from Orange Services delves into neural network singularization. Learn about cutting-edge approaches for protecting data privacy during model inference, delivered at one of Central and Eastern Europe's premier cybersecurity events. Gain insights from this talk presented at the 2024 edition of DefCamp in Bucharest, which brought together over 2,000 information security professionals, researchers, and industry experts from 50 countries. Discover methods for implementing privacy safeguards in neural network deployments while maintaining model functionality and performance.