Databricks Certified Generative AI Engineer Associate (GENAI-ASSOC) — Study Hub

Meet your Databricks Generative AI Engineer Associate (GENAI‑ASSOC) home base. This hub is built for GenAI workloads on Databricks: RAG, embeddings, vector search, evaluation, and production patterns with MLflow.

What you’ll find here

• Overview: what’s tested and how to prepare efficiently.
• Study Plan: 30/60/90‑day schedules with weekly focus + practice integration.
• Syllabus: objective-by-objective breakdown organized by topic with quick links to drills.
• Cheatsheet: high-yield RAG + vector search + evaluation + deployment pickers.
• Practice: topic drills and mixed sets to build pacing.
• FAQ: common questions on prerequisites, difficulty, and strategy.
• Resources: official Databricks GenAI docs and references.
• Updates: content changes and syllabus mapping updates.

What GENAI‑ASSOC emphasizes (in one paragraph)

Expect scenario questions about building GenAI applications safely: turning unstructured data into embeddings, retrieving relevant context (vector search), designing prompts, evaluating quality, and deploying with observability. The exam is about systems, not prompt memes: data quality, chunking, retrieval, governance, and cost control drive real outcomes.

Ready to drill now? Open Practice →

In this section

• GENAI-ASSOC Cheatsheet — RAG, Vector Search, Evaluation & Deployment on Databricks
  Last-mile GENAI-ASSOC review: embeddings and chunking, vector search relevance, RAG prompt patterns, evaluation loops, and production trade-offs (cost, latency, governance).
• GENAI-ASSOC FAQ — Databricks GenAI Engineer Associate Questions Answered
  Common GENAI-ASSOC questions answered: prerequisites, what to focus on (RAG, vector search, evaluation), and how to practice effectively.
• GENAI-ASSOC Overview — What’s Tested, Common Traps & How to Prepare
  Everything to know before Databricks Generative AI Engineer Associate (GENAI-ASSOC): RAG and vector search fundamentals, evaluation, and production patterns on Databricks.
• GENAI-ASSOC Practice — Topic Drills & Mixed Sets
  Open the practice app for Databricks Generative AI Engineer Associate (GENAI-ASSOC). Start with topic drills, then move to mixed sets to build exam pacing.
• GENAI-ASSOC Resources — Official Databricks GenAI Docs
  Official resources for Databricks Generative AI Engineer Associate (GENAI-ASSOC): certification pages and Databricks documentation for GenAI, embeddings, vector search, and MLflow integration.
• GENAI-ASSOC Study Plan (30 / 60 / 90 Days)
  A practical GENAI-ASSOC study plan you can follow: 30-day intensive, 60-day balanced, and 90-day part-time schedules with weekly focus and RAG-first practice tips.
• GENAI-ASSOC Syllabus — Learning Objectives by Topic
  Blueprint-aligned learning objectives for Databricks Generative AI Engineer Associate (GENAI-ASSOC), organized by topic with quick links to targeted practice.
• GENAI-ASSOC Updates — Blueprint & Content Changes
  Track changes to the GENAI-ASSOC study hub: syllabus mapping, cheat sheet refinements, practice coverage, resources, and copy updates.