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1 month agoData science
Navigating LLM Deployment: Tips, Tricks and Techniques by Meryem Arik at Qcon London
Initial proofs of concept benefit from hosted solutions, but self-hosting is necessary for scaling models to cut costs, enhance performance, and meet security needs.
Using quantization and optimizing inference can help maximize GPU resources and efficiency in deploying Large Language Models. [ more ]