Lifecycle of LLMs

Concetti di LLMOps

Max Knobbout, PhD

Applied Scientist, Uber

The different phases

The ideation phase

The ideation phase

The operational phase

Ideation, development and operational phase with bi-directional arrows pointing between them

Ideation, development and operational phase with arrow pointing from development to ideation

Ideation, development and operational phase with arrow pointing from operational to development

Ideation, development and operational phase with bi-directional arrows pointing between them

Data sourcing

Base model selection

Prompt engineering

Chains and agents

RAG versus fine-tuning

Testing

Deployment

Monitoring and observability

Cost management

Governance and security

Overview of all phases with all topics

Concetti di LLMOps