Tag: Distributed Machine Learning

Distributed Scheduling for AI Workloads: An Architectural Analysis of Ray and Hugging Face TGI

Posted on by uplatzblog

Executive Summary This report provides a comprehensive architectural analysis of two leading frameworks in the artificial intelligence (AI) ecosystem: Ray and Hugging Face Text Generation Inference (TGI). The central inquiry Read More …

Provable Privacy in Adversarial Environments: An Analysis of Differential Privacy Guarantees in Federated Learning

Posted on by uplatzblog

Executive Summary Federated Learning (FL) has emerged as a paradigm-shifting approach to distributed machine learning, promising to harness the power of decentralized data while preserving user privacy. By training models Read More …