LLMOps: Overcoming Hurdles in Bringing LLMs to Production
โ๐ The MLOps Community in San Francisco is coming together in person for our 5th meetup of the year, hosted at South Park Commons!
This month, we'll do a deep dive into some quirks and challenges in deploying LLMs to production - from training and fine-tuning to using popular APIs and even hosting your own inside your private cloud.
โ๐ค ๐ช๐ต๐ฎ๐ ๐๐ผ๐ ๐ฐ๐ฎ๐ป ๐ฒ๐ ๐ฝ๐ฒ๐ฐ๐:
โNetworking
โWelcome
โMLOps Community Intro
โIncluding by our amazing partners at South Park Commons.
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โLightning talks
โLLM Quirks Mode by Yi Ding @ LlamaIndex - The little quirks and headaches from implementing LlamaIndex.TS with OpenAI, Anthropic, and Llama2. Temperature, Top_P, Top_K, and delimiters will all be covered.
โKeeping up with LLMs by Anshuman Pandey @ ChatNBX - Learnings from hosting open source LLMs & serving 25K users in the last 30 days. ChatNBX has built a ChatGPT alternative powered by open-source models and this talk will cover their success story in rapidly releasing OSS models just hours after their release.
โTedAI Hackathon - Our partners at TedAI will be sharing about their hackathon on AI for good to benefitย the community.
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โLLMs in a World without Enough GPUs by Ronen Dar @ Run.ai
โGenAI and LLMs have introduced a new bar in the GPU computing power required for training and fine-tuning state-of-the-art models. This talk will review challenges with GPU availability and best practices for LLM Training on shared AI Clusters amid the recent GPU Shortage.
โRonen Dar is the CTO and Co-founder of Run:ai, an AI Infrastructure Software Company. Prior to Run:ai, Ronen completed his Ph.D. and PostDoc in the fields of Learning and Information Theory.
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โOpen Source / Community Project Pitches
โNetworking
โFood & Beverages
โ๐จ ๐ก๐ข๐ง๐: Limited seats. Please RSVP!
โThis event is brought to you in partnership with Run.ai.
โThanks to our venue sponsors, South Park Commons!!