Databricks-Mosaic AI: GenAI + RAG Application on Databricks

Hey there! Ready to dive into the world of Gen AI? In this post, we’re rolling up our sleeves to bring the architecture you see above to life — building a GenAI + RAG (Retrieval-Augmented Generation) application using Mosaic AI on Databricks. It’s going to be a blast — and if you love blending data science with a dash of tech magic, you’re in for a treat! 🎩✨

Source: Giphy

Note: Please make sure to read my blog “Databricks-Mosaic AI: Building GenAI Solutions with Databricks” first, then come back here. I’ve explained about Mosaic AI and the Architecture in detail over there, which will give you a better understanding of the context!

Oh, and don’t forget to grab the notebook from the GitHub link so you can follow along step-by-step.

Data preparation for RAG: building and indexing our knowledge base into Databricks Vector Search