Databricks-Mosaic AI: Building GenAI Solutions with Databricks

The MLOps Guy
8 min readNov 16, 2024

I know, I know — you might be wondering why the background image says ‘Mosaic ML’ but the title calls it ‘Mosaic AI’ You’re not alone if this feels a bit confusing at first! I had the same question when I started looking into it. Let’s clear it up together!

Source: Giphy

When I dug into the background, I found that Databricks integrated MosaicML’s technology after acquiring the company in June 2023, adding powerful model training tools to the Databricks Lakehouse. In essence, Databricks’ “Mosaic AI” offers a complete suite for AI and ML — from predictive models to GenAI applications — with tools for deployment, evaluation, and governance.

Now, enough of this history class — let’s jump to our main agenda, which is to understand MosaicAI. Before I start, I want you guys to take a look at the architecture diagram I’ve drawn to implement the GenAI solution. Please look at it carefully and tell me the most common thing that you see in all the stages of development of the GenAI solution!

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The MLOps Guy
The MLOps Guy

Written by The MLOps Guy

Specialized in ML/DL, MLOps, DevOps, & DataOps. I automate workflows, scale data solutions, and develop cutting-edge ML models and algorithms.

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