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Databricks Databricks-Machine-Learning-Professional Exam Overview:
| Certification Vendor: | Databricks |
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| Exam Name: | Databricks Certified Machine Learning Professional |
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| Exam Number: | Databricks-Machine-Learning-Professional |
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| Related Certifications: | Databricks Certified Machine Learning Associate |
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| Available Languages: | English |
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| Exam Duration: | 120 minutes |
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| Real Exam Qty: | 60 |
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| Exam Price: | USD 200 |
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| Certificate Validity Period: | 2 years |
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| Passing Score: | 70% |
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| Exam Format: | Multiple choice |
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| Sample Questions: | Databricks Databricks-Machine-Learning-Professional Sample Questions |
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| Exam Way: | Online (proctored) or Test Center |
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| 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). |
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| Official Syllabus URL: | https://www.databricks.com/learn/certification/machine-learning-professional |
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| Topic | Details |
|---|
| Topic 1 | - Identify which code block will trigger a shown webhook
- Describe the basic purpose and user interactions with Model Registry
|
| Topic 2 | - 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 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 concept drift and its impact on model efficacy
- Describe summary statistic monitoring as a simple solution for numeric feature drift
|
| Topic 5 | - Identify live serving benefits of querying precomputed batch predictions
- Describe Structured Streaming as a common processing tool for ETL pipelines
|
| Topic 6 | - Describe the advantages of using the pyfunc MLflow flavor
- Manually log parameters, models, and evaluation metrics using MLflow
|
| Topic 7 | - Describe model serving deploys and endpoint for every stage
- Identify scenarios in which feature drift and
- or label drift are likely to occur
|
| Topic 8 | - Identify the requirements for tracking nested runs
- Describe an MLflow flavor and the benefits of using MLflow flavors
|
| 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 | - 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
|
Databricks Certified Machine Learning Professional Sample Questions (Q86-Q91):
NEW QUESTION # 86
A machine learning engineer needs to select a deployment strategy for a new machine learning application. The machine learning application requires central prediction computation and exceedingly fast results, but only a handful of predictions need to be computed at a time. Which deployment strategy can be used to meet these requirements?
- A. Real-time
- B. Batch
- C. Streaming
- D. Edge/on-device
Answer: A
Explanation:
Real-time deployment is the appropriate strategy when predictions need to be computed centrally with very low latency, even if only a small number of predictions are required at a time. This ensures fast responses for applications requiring immediate inference.
NEW QUESTION # 87
A machine learning engineer wants to programmatically create a new Databricks Job whose schedule depends on the result of some automated tests in a machine learning pipeline. Which Databricks tool can be used to programmatically create the Job?
- A. MLflow Client
- B. Databricks REST APIs
- C. Jobs cannot be created programmatically
- D. AutoML APIs
- E. MLflow APIs
Answer: B
NEW QUESTION # 88
A machine learning engineer wants to log and deploy a model as an MLflow pyfunc model. They have custom preprocessing that needs to be completed on feature variables prior to fitting the model or computing predictions using that model. They decide to wrap this preprocessing in a custom model class ModelWithPreprocess, where the preprocessing is performed when calling fit and when calling predict. They then log the fitted model of the ModelWithPreprocess class as a pyfunc model.
Which of the following is a benefit of this approach when loading the logged pyfunc model for downstream deployment?
- A. This approach has no impact when loading the logged Pvfunc model for downstream deployment
- B. The same preprocessing logic will automatically be applied when calling predict
- C. The pvfunc model can be used to deploy models in a parallelizable fashion
- D. There is no longer a need for pipeline-like machine learning objects
- E. The same preprocessing logic will automatically be applied when calling fit
Answer: D
NEW QUESTION # 89
A machine learning engineer would like to compute predictions on inference data as it becomes available through the pipeline in microbatches. The predictions should be stored in a table for query later. Which deployment strategy can the engineer use?
- A. Streaming
- B. Batch
- C. Real-time
- D. Edge/on-device
Answer: A
Explanation:
A streaming deployment strategy processes incoming data continuously or in microbatches, allowing predictions to be computed as new data arrives. The results can then be written to a table for later querying. This approach balances near-real-time inference with manageable resource use, making it ideal for scenarios where data flows steadily through a pipeline.
NEW QUESTION # 90
A Machine Learning Engineer is building a Databricks ML pipeline to predict customer churn. The pipeline needs to include automated feature engineering, model training, evaluation, and deployment to a REST API endpoint using MLflow. What is the primary goal of an integration test for this pipeline?
- A. To ensure that the pipeline's performance meets latency and scalability requirements under simulated production loads
- B. To ensure the pipeline runs with all components working together and data flowing correctly between stages
- C. To verify that the pipeline can process a variety of data formats, even if some stages are skipped or bypassed
- D. To monitor the model's performance after it has been deployed into the production environment
Answer: B
Explanation:
The primary purpose of an integration test is to validate that all components of the ML pipeline work together as expected. This includes confirming that data flows correctly through feature engineering, training, evaluation, and deployment steps, ensuring the end-to-end pipeline functions properly as a cohesive system.
NEW QUESTION # 91
......
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