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1
Introduction
2
Welcome
3
Deployment of LLMOps
4
LLMOps vs GenAI
5
Selecting a Foundation Model
6
Emerging Map Stack
7
Pretraining
8
Opportunities
9
Challenges
10
Monitoring
11
Guard Rails
12
Dynamic Architecture
13
Team Structure
14
Final Thoughts
15
Questions
Description:
Explore the challenges and opportunities of deploying Generative AI solutions at enterprise scale in this 13-minute conference talk by Andy McMahon. Gain insights into translating POC activities into production solutions, overcoming deployment hurdles, and leveraging emerging opportunities in the field. Learn about selecting foundation models, the emerging map stack, pretraining considerations, and essential aspects like monitoring, guard rails, dynamic architecture, and team structure. Benefit from the expertise of Andy McMahon, an award-winning machine learning engineer and Head of MLOps at NatWest Group, as he shares valuable perspectives on LLMOps and GenAI implementation in enterprise environments.

LLMOps and GenAI at Enterprise Scale - Challenges and Opportunities

MLOps.community
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