
Code-first ML workflows on Databricks
Databricks Certified Machine Learning Associate covers feature work, training, and evaluation in a notebook-and-MLflow environment instead of SAS Viya's pipeline interface.
Who it suits
Fits SAS-trained modelers broadening into open-source tooling, or newcomers wanting a platform-based ML credential.
Key differences
- Experiment tracking and AutoML come from MLflow and Databricks tools, rather than SAS Viya's guided pipeline building and model comparison.
- It is positioned at the associate tier for foundational tasks, so it is less deep on model deployment than the SAS specialist exam.
- The environment is open-source oriented, so Python skills matter more than SAS procedures.
- Level
- Associate
- Assessment
- Written
- Study time
- 50-90h
- Listed from
- $200
