Databricks Certified Machine Learning Professional

MLflow questions finally made sense. Passed on my first attempt.

I have worked in data science for years but the Databricks ML Professional exam pushed me on feature stores and model serving in ways I did not expect. Drilling the practice questions here exposed gaps I did not know I had. Passed first try and finally feel confident operating the full Databricks ML stack.

Model monitoring and drift detection were my weak spots going in - the questions here helped me target exactly those areas. Cleared the exam on my second attempt.

Feature store concepts clicked. Worth every practice question.

My background was pure data engineering, so the ML-specific domains were new ground - especially experiment tracking and deployment with MLflow. The question bank covered AutoML and Databricks-specific tooling rather than generic ML theory, which is exactly what this exam demands. A few weeks of consistent practice and I cleared it.

Good depth on AutoML and distributed training topics. Some questions felt a bit repetitive, but overall it was the most targeted prep I found for this specific exam.