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devops v/s mlops v/s llmops
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Classroom Contents
Operational Excellence for LLMs Using Amazon Bedrock - Conf42 LLMs 2024
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- 1 intro
- 2 preamble
- 3 agenda
- 4 what is operation excellence?
- 5 what are the design principles?
- 6 devops v/s mlops v/s llmops
- 7 people, process and technology
- 8 model lifecycle
- 9 llmops can be different for each type of users
- 10 llm selection criteria
- 11 comparison of llm customizations
- 12 customizing model responses for your business
- 13 amazon bedrock
- 14 knowledge bases for amazon bedrock
- 15 privately customize models with your data
- 16 amazon bedrock api with amazon api gateway
- 17 amazon api gateway models
- 18 aws lambda invokin amazon bedrock api
- 19 amazon bedrock api from a generic application
- 20 using aws sdk
- 21 invocation logging
- 22 metrics
- 23 model evaluation
- 24 building generative apps brings new challenges
- 25 using nvidia/nemo-guardrails
- 26 amazon bedrock examples
