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Exam Certified Machine Learning Professional All Questions

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Exam Certified Machine Learning Professional topic 1 question 24 discussion

Actual exam question from Databricks's Certified Machine Learning Professional
Question #: 24
Topic #: 1
[All Certified Machine Learning Professional Questions]

Which of the following deployment paradigms can centrally compute predictions for a single record with exceedingly fast results?

  • A. Streaming
  • B. Batch
  • C. Edge/on-device
  • D. None of these strategies will accomplish the task.
  • E. Real-time
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Suggested Answer: D 🗳️

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hugodscarvalho
10 months ago
Selected Answer: E
Real-time deployment is designed for low-latency, high-throughput inference, making it suitable for scenarios where predictions need to be computed quickly for individual records. This paradigm ensures rapid responses to requests, allowing for fast results even for single records.
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trendy01
11 months ago
Selected Answer: E
E. Real-time.
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BokNinja
11 months, 1 week ago
The correct answer is E. Real-time. Real-time deployment is designed to compute predictions for individual records with very low latency. This makes it ideal for applications that require immediate predictions, such as recommendation systems, fraud detection systems, and more. In a real-time deployment, the model is typically hosted on a server, and predictions are made on-demand for incoming data.
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A (35%)
C (25%)
B (20%)
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