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| Topic | Details |
|---|
| Topic 1 | - Identify live serving benefits of querying precomputed batch predictions
- Describe Structured Streaming as a common processing tool for ETL pipelines
|
| Topic 2 | - Identify the requirements for tracking nested runs
- Describe an MLflow flavor and the benefits of using MLflow flavors
|
| Topic 3 | - Describe concept drift and its impact on model efficacy
- Describe summary statistic monitoring as a simple solution for numeric feature drift
|
| Topic 4 | - Identify JIT feature values as a need for real-time deployment
- Describe how to list all webhooks and how to delete a webhook
|
| 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 | - 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 7 | - 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 8 | - Describe model serving deploys and endpoint for every stage
- Identify scenarios in which feature drift and
- or label drift are likely to occur
|
| Topic 9 | - Identify which code block will trigger a shown webhook
- Describe the basic purpose and user interactions with Model Registry
|
| Topic 10 | - Identify that data can arrive out-of-order with structured streaming
- Identify how model serving uses one all-purpose cluster for a model deployment
|
| Topic 11 | - Describe the advantages of using the pyfunc MLflow flavor
- Manually log parameters, models, and evaluation metrics using MLflow
|
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Databricks Certified Machine Learning Professional Sample Questions (Q112-Q117):
NEW QUESTION # 112
Which of the following statements describes streaming with Spark as a model deployment strategy?
- A. The inference of all types of records in real-time
- B. The inference of batch processed records as soon as a Spark job is run
- C. The inference of incrementally processed records as soon as a Spark job is run
- D. The inference of batch processed records as soon as a trigger is hit
- E. The inference of incrementally processed records as soon as trigger is hit
Answer: C
NEW QUESTION # 113
A machine learning engineer has created a webhook with the following code block:

Which of the following code blocks will trigger this webhook to run the associate job?
Answer: A
NEW QUESTION # 114
A machine learning engineering team wants to build a continuous pipeline for data preparation of a machine learning application. The team would like the data to be fully processed and made ready for inference in a series of equal-sized batches. Which tool can be used to provide this type of continuous processing?
- A. Delta Lake
- B. Spark UDFs
- C. Structured Streaming
- D. MLflow
Answer: B
NEW QUESTION # 115
What is the purpose of ParamGridBuilder?
- A. Creating hyperparameter combinations
- B. Model deployment
- C. Tracking metrics
- D. Feature storage
Answer: A
Explanation:
ParamGridBuilder creates parameter search grids for tuning.
NEW QUESTION # 116
A machine learning engineer and data scientist are working together to convert a batch deployment to an always-on streaming deployment. The machine learning engineer has expressed that rigorous data tests must be put in place as a part of their conversion to account for potential changes in data formats. Which of the following describes why these types of data type tests and checks are particularly important for streaming deployments?
- A. All of these statements
- B. Because the streaming deployment is always on, there is a need to confirm that the deployment can autoscale
- C. None of these statements
- D. Because the streaming deployment is always on, there is no practitioner to debug poor model performance
- E. Because the streaming deployment is always on, all types of data must be handled without producing an error
Answer: E
NEW QUESTION # 117
......
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