Liza Katz

Liza Katz

Helping teams and audiences make AI make sense.

AWS RAG & GenAI Innovation Workshop 2025

By Liza Katz

As part of my work with BigData Boutique, I’ll be teaming up with the AWS team to deliver the AWS RAG & GenAI Innovation Workshop 2025.

It’s a focused, practical session where we help a customer build a working Retrieval-Augmented Generation demo on their own data—not sample docs. The goal: leave with something tangible you can iterate on internally.

What we actually do

  • Understand the user problem and pick a target use case
  • Collect and lightly structure a slice of your real content
  • Chunk + preprocess (keep it simple, explain trade-offs)
  • Generate embeddings and load a vector store
  • Wire retrieval + LLM prompt flow
  • Add basic guardrails & relevance sanity checks
  • Quick evaluation loop (spot checks + simple metrics)
  • Leave you with next-step pointers (hardening, scaling, monitoring)

Who it’s for

Teams who want to move from slides / pilots to something concrete, fast.

Link

Workshop page: https://bigdataboutique.com/workshop/aws-rag-genai-innovation-workshop-2025

If you want to explore running a similar session on your data, feel free to reach out.

© 2025 Liza Katz. All rights reserved.