Exam-style questions with full explanations: RAG, Vector Search, Mosaic AI, MLflow, agents and governance
Sub Category
- IT Certifications
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Objectives
- Pass the Databricks Certified Generative AI Engineer Associate exam using original questions written to the current published exam guide
- Design LLM-enabled applications: choose models, frame the problem, and decide when retrieval, fine-tuning or prompting is the right approach
- Prepare data for generative AI — chunking strategy, embeddings, metadata and the source quality that determines retrieval performance
- Build retrieval augmented generation pipelines and multi-stage reasoning chains that hold up under real queries
- Use Vector Search, Model Serving and foundation model endpoints correctly, including scaling and cost considerations
- Manage the prompt and model lifecycle with MLflow, including versioning, logging, registry and deployment
- Evaluate and monitor generative AI systems using model-based judges, evaluation metrics and inference tables
- Apply governance and security through Unity Catalog: access control, lineage, sensitive data handling and responsible AI guardrails
Pre Requisites
- Working Python proficiency
- Hands-on exposure to the Databricks platform — notebooks, clusters and Unity Catalog basics
- Familiarity with generative AI concepts: prompting, embeddings and retrieval augmented generation
- Access to a Databricks workspace, including the free edition, to build and test while reviewing
- No prior certification is required, though data engineering or machine learning experience helps considerably
FAQ
- Q. How long do I have access to the course materials?
- A. You can view and review the lecture materials indefinitely, like an on-demand channel.
- Q. Can I take my courses with me wherever I go?
- A. Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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