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01 Gen AI on Databricks: Deconstruct and Plan a Use Case — Compound AI System on Databricks
A comprehensive guide to designing and implementing a compound AI system architecture for handling customer complaints using Databricks and Python. The article covers system planning, component breakd
own, multi-endpoint architecture, and practical implementation details including tools, frameworks, and MLFlow integration.

Reasons to Read -- Learn:

  • how to systematically break down a complex AI system into manageable components, with practical examples of handling customer complaints through a six-stage architecture including data retrieval, analysis, and resolution generation.
  • how to implement a scalable multi-endpoint architecture using Databricks, including detailed specifications for each component's inputs, outputs, and dependencies, enabling you to build enterprise-grade AI systems.
  • how to integrate multiple AI technologies including NLP, chat interfaces, and decision-making models into a cohesive system, with specific guidance on using tools like MLFlow, OpenAI, and Databricks Chat Model.
  • publisher: @infinitylearnings1201
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