The Databricks Licensed Generative AI Engineer Affiliate certification is designed to validate a person’s capability to design and implement LLM-enabled options utilizing Databricks. The examination checks information of drawback decomposition, mannequin choice, instrument utilization, and resolution deployment utilizing Databricks’ ecosystem. This information will provide help to put together successfully and perceive key matters coated within the examination.
The certification examination consists of 45 questions with a 90-minute time restrict. The examination is proctored and covers the next matters:
Area Weightage Design Functions 14% Information Preparation 14% Utility Improvement 30% Assembling and Deploying Apps 22% Governance 8% Analysis and Monitoring 12%
Begin by reviewing the Databricks official research information for the certification. Deal with understanding how Databricks permits generative AI functions utilizing its platform.
Sensible expertise is essential for this certification. Work with Databricks notebooks and discover the next instruments:
- Databricks Mannequin Serving — Deploy and serve AI fashions effectively.
- Vector Search — Implement semantic search for higher AI-driven options.
- MLflow — Handle the machine studying lifecycle.
- Unity Catalog — Perceive information governance in Databricks.
Design Functions (14%)
- Downside decomposition for LLM-powered functions.
- Selecting applicable fashions and AI workflows.
Information Preparation (14%)
- Making ready and managing datasets for coaching and inference.
- Implementing embedding strategies for search and retrieval.
Utility Improvement (30%)
- Growing RAG (Retrieval-Augmented Era) functions.
- Integrating LLM chains utilizing Databricks APIs.
Assembling and Deploying Apps (22%)
- Utilizing Databricks Mannequin Serving to deploy LLM fashions.
- Implementing serverless deployment methods.
Governance (8%)
- Managing information safety and entry management with Unity Catalog.
- Understanding ML governance insurance policies.
Analysis and Monitoring (12%)
- Evaluating mannequin efficiency.
- Implementing monitoring options utilizing MLflow.
Have interaction with different learners and Databricks consultants by:
- Collaborating in boards like Databricks Group and Stack Overflow.
- Attending Databricks webinars and AI summits.
- Exploring GitHub repositories with pattern LLM options.
- Time Administration: Follow answering questions inside the 90-minute time restrict.
- Perceive Ideas Deeply: Memorization received’t assist — give attention to making use of ideas.
- Keep Up to date: Databricks steadily updates its instruments, so test the most recent documentation.
Incomes the Databricks Licensed Generative AI Engineer Affiliate certification validates your expertise in LLM resolution design, AI software improvement, and deployment utilizing Databricks. With structured preparation, hands-on observe, and a deep understanding of Databricks’ AI ecosystem, you may efficiently clear this certification and advance your experience in generative AI engineering.
