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Exam Certified Machine Learning Professional topic 1 question 31 discussion

Actual exam question from Databricks's Certified Machine Learning Professional
Question #: 31
Topic #: 1
[All Certified Machine Learning Professional Questions]

Which of the following statements describes streaming with Spark as a model deployment strategy?

  • A. The inference of batch processed records as soon as a trigger is hit
  • B. The inference of all types of records in real-time
  • C. The inference of batch processed records as soon as a Spark job is run
  • D. The inference of incrementally processed records as soon as trigger is hit
  • E. The inference of incrementally processed records as soon as a Spark job is run
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Suggested Answer: E 🗳️

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BokNinja
Highly Voted 6 months, 3 weeks ago
The correct answer is D. The inference of incrementally processed records as soon as a trigger is hit. In this context, a “trigger” refers to the condition that initiates the processing of the next set of data. This could be a time interval (e.g., process new data every second), a data size (e.g., process every 1000 records), or other custom conditions
upvoted 5 times
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64934ca
Most Recent 2 days, 16 hours ago
Selected Answer: D
Streaming with Spark as a model deployment strategy involves processing data in small, incremental batches (micro-batches) as it arrives. Spark Structured Streaming allows for continuous processing of streaming data, where the data is processed incrementally and results are updated in real-time. The processing is typically triggered at regular intervals, known as trigger
upvoted 1 times
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JaydeepT
5 months, 1 week ago
Selected Answer: D
Incrementally processed records with a Spark job: Spark jobs are typically used for initiating processing, but triggers are more common for continuous inference in streaming scenarios.
upvoted 1 times
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