Session
LLMOps: A Developer’s Roadmap from Model to Production
In the rapidly evolving landscape of LLMs, architects and developers face the challenge of effectively selecting a model, deploying and managing applications based on language models (LLMs or SLMs) like GPT-4/Gemini/Phi3 etc. This talk focuses into the intricacies of operationalizing LLMs, focusing on prompt engineering, fine-tuning, and deployment strategies. Talk will explore the transformative potential of LLMs and address the critical aspects of bias mitigation, ethical considerations, and risk management. And will give insights into streamlining the LLM lifecycle, from model discovery to prompt tuning, ensuring domain-specific grounding, leveraging advanced optimization for fine-tuning and managing at production.
The session aims to equip attendees with a comprehensive understanding of the processes and best practices for deploying, managing LLMs/SLMs at scale, while prioritizing safety and responsibility.
Soham Dasgupta
Cloud Solution Architect @ Microsoft
Utrecht, The Netherlands
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