Generative AI Solutions with Databricks
by Alan L. Dennis, Mahesh Das, Vipul Choudhary, Thomas Hart
Chapter 1. Databricks Data Intelligence Platform Components for AI Solutions
This chapter will introduce you to the foundational components of the Databricks Data Intelligence Platform and explain how they integrate to provide an end-to-end environment for building, deploying, and managing cutting-edge generative AI solutions. We will delve into key services like Delta Lake, Unity Catalog, Databricks SQL & Photon, Databricks Machine Learning (including MLflow and Mosiac AI), Databricks Workflows & Delta Live Tables (DLT), and Databricks Lakehouse Monitoring. As we explore each, we will highlight their individual roles and collective synergy in accelerating your AI development journey.
Upon completing this chapter, you will be able to:
Understand the core components of the Databricks Data Intelligence Platform: This includes a foundational understanding of the Lakehouse architecture, Unity Catalog for governance, and the collaborative workspace environment.
Learn how each component contributes ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access