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Explore the complexities of self-hosted Language Model deployment in this 28-minute conference talk from LDX3 London 2025. Learn why self-hosted LLMs are becoming essential for next-generation applications in critical industries such as financial services, healthcare, and defense, and understand the unique challenges they present compared to API-based models. Discover how engineers must navigate not only business problem-solving but also the technical intricacies of model inference, deployment, and infrastructure management. Gain insights into best practices for model optimization, serving, and monitoring through practical tips and real-world case studies that demonstrate effective strategies for successful LLM deployment in production environments.
Syllabus
Navigating LLM deployment: Tips, tricks, and techniques | Meryem Arik | LDX3 London 2025
Taught by
LeadDev