Databricks Databricks-Machine-Learning-Professional Exam Syllabus Topics:
| Topic | Details |
|---|
| Topic 1 | - Test whether the updated model performs better on the more recent data
- Identify when retraining and deploying an updated model is a probable solution to drift
|
| Topic 2 | - Identify live serving benefits of querying precomputed batch predictions
- Describe Structured Streaming as a common processing tool for ETL pipelines
|
| Topic 3 | - Identify JIT feature values as a need for real-time deployment
- Describe how to list all webhooks and how to delete a webhook
|
| Topic 4 | - Describe model serving deploys and endpoint for every stage
- Identify scenarios in which feature drift and
- or label drift are likely to occur
|
| Topic 5 | - Identify a use case for HTTP webhooks and where the Webhook URL needs to come
- Identify advantages of using Job clusters over all-purpose clusters
|
| Topic 6 | - Describe concept drift and its impact on model efficacy
- Describe summary statistic monitoring as a simple solution for numeric feature drift
|
| Topic 7 | - Identify the requirements for tracking nested runs
- Describe an MLflow flavor and the benefits of using MLflow flavors
|
| Topic 8 | - Create, overwrite, merge, and read Feature Store tables in machine learning workflows
- View Delta table history and load a previous version of a Delta table
|
| Topic 9 | - Identify less performant data storage as a solution for other use cases
- Describe why complex business logic must be handled in streaming deployments
|
| Topic 10 | - Identify which code block will trigger a shown webhook
- Describe the basic purpose and user interactions with Model Registry
|
Reference: https://www.databricks.com/learn/certification/machine-learning-professional
Databricks Databricks-Machine-Learning-Professional Exam Overview:
| Certification Vendor: | Databricks |
| Exam Name: | Databricks Certified Machine Learning Professional |
| Exam Number: | Databricks-Machine-Learning-Professional |
| Passing Score: | 70% |
| Related Certifications: | Databricks Certified Machine Learning Associate |
| Exam Price: | USD 200 |
| Exam Format: | Multiple choice |
| Real Exam Qty: | 60 |
| Available Languages: | English |
| Exam Duration: | 120 minutes |
| Certificate Validity Period: | 2 years |
| Sample Questions: | Databricks Databricks-Machine-Learning-Professional Sample Questions |
| Exam Way: | Online (proctored) or Test Center |
| Pre Condition: | No formal prerequisites, but 1+ years of hands-on experience performing the machine learning tasks outlined in the exam guide is highly recommended. Recommended courses: Machine Learning at Scale and Advanced Machine Learning Operations (instructor-led or self-paced via Databricks Academy). |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/machine-learning-professional |
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