Tingting Lin

Resource-Performance Trade-offs in Open-Source Large Language Models: A Comparative Analysis of Deployment Optimization and Lifecycle Management

2025

Organizations face significant challenges when deploying Large Language Models (LLMs) in production environments. High computational requirements and resource constraints are the main causes of these challenges, particularly in situations where optimizing resources is necessary. While …