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 FQHL
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SUMMARY:LLMOps: Deploying Large Language Models - Zainuddin Saiyed
DTSTART;TZID=America/Halifax:20240821T134500
DTEND;TZID=America/Halifax:20240821T135500
DTSTAMP:20260809T193941Z
UID:pretalx-devopsdays-halifax-2024-VBFQHL@talks.devopsdays.org
DESCRIPTION:As businesses are gaining adoption of Large Language Models (L
 LMs)\, deploying these systems in production gives rise to a unique set of
  challenges. In this talk we will dive into the details of LLM deployment\
 , highlighting key issues such as scalability\, fine-tuning for specific t
 asks\, and resource utilization. We will also explore LLMOps\, a strategic
  approach for managing the lifecycle of LLMs (LLMOps is MLOps but for LLMs
 ) to ensure efficient development\, deployment\, and maintenance of models
  in production. We will also be comparing it with traditional CI/CD practi
 ces to have a easy understanding on how to effectively manage LLM operatio
 ns. The talk will conclude with general tips and takeaways for businesses 
 to keep in mind when starting with LLMs and key concerns to be mindful of 
 when optimizing LLM performance in their applications.
LOCATION:Scotiabank Lecture Hall
URL:https://talks.devopsdays.org/devopsdays-halifax-2024/talk/VBFQHL/
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