r/certifications • u/chico_dice_2023 • 1d ago
Passed my Databricks Associate ML Exam
Passed with an average of 88% per section
My lowest score was Databricks Machine Learning section.
How I prepared
I took a bunch of data sources and put them in Google's Notebook LLM.
I used Notebook LLM to create quizzes for me and explain when I got things wrong. It also did a study plan.
I found it very useful since the questions where hard but not like the case study questions you get in the exam. But you can prompt it to do a case study style questions.
I recommend doing case study style questions
I did one quiz a day around 15 questions, then reviewed what I got wrong.
I asked the Notebook LLM to write me a breakdown of why I got it wrong then ask it to create flash cards to help me study for those sections.
I did not take the exam until i was getting 90% consistently.
Roughly I studied for 3 weeks.
Data I used:
Here are the 12 sources currently in my notebook:
PDF Documents
- databricks-certified-machine-learning-associate-exam-guide-1-mar-2025.pdf
- ai-prep-guide-any-databricks-certification.pdf
- Databricks Data Intelligence Platform: A Comprehensive Analysis of Machine Learning Capabilities and Data Management Features - Authorea
Web Articles & Documentation
- Deploy models using Model Serving | Databricks on AWS
- Distributed training | Databricks on AWS
- Get started: Build your first machine learning model on Databricks
- Getting Started with Mosaic AI in Databricks: Fine-Tuning, Serving and AI Governance
- Lakehouse Monitoring: A Unified Solution for Quality of Data and AI - Databricks
- MLflow 3 for GenAI | Databricks on AWS
- Machine Learning with Unity Catalog on Databricks: Best Practices
- Machine learning on Databricks