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Databricks Machine Learning Professional Exam - Topic 5 Question 57 Discussion

Which of the following machine learning model deployment paradigms is the most common for machine learning projects?
B) Streaming
A) On-device
C) Real-time
D) Batch
E) None of these deployments

Databricks Machine Learning Professional Exam - Topic 5 Question 57 Discussion

Actual exam question for Databricks's Databricks Machine Learning Professional exam
Question #: 57
Topic #: 5
[All Databricks Machine Learning Professional Questions]

Which of the following machine learning model deployment paradigms is the most common for machine learning projects?

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Suggested Answer: B

by Kenneth at Jun 30, 2026, 06:28 AM

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Pamela
13 hours ago
I think D) Batch is the most common. It’s easy to manage.
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Brianne
6 days ago
E) None of these seems unlikely.
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Brett
11 days ago
I feel like D) Batch is still the standard choice.
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Mariann
16 days ago
A) On-device allows for privacy and speed.
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Laurene
21 days ago
D) Batch fits well for large datasets.
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Ernie
26 days ago
B) Streaming is important for continuous data.
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Loren
1 month ago
C) Real-time is crucial for many applications.
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Eura
1 month ago
I agree, but A) On-device is gaining popularity.
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Nakita
1 month ago
I think D) Batch is the most common. It's easier to manage.
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Nana
2 months ago
Not sure about that, Batch seems outdated to me.
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Gilma
2 months ago
Isn't On-device becoming more popular with mobile apps?
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Josephine
2 months ago
Wait, I thought Real-time was gaining more traction lately?
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Princess
2 months ago
Totally agree, Batch is super efficient!
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Camellia
2 months ago
I think Batch is the most common for many projects.
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Yuette
2 months ago
I think the answer might be batch, but I also remember something about streaming being used a lot in certain applications.
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Precious
3 months ago
I have a feeling on-device deployment is more niche, but I could be wrong.
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Franchesca
3 months ago
I remember practicing a question about real-time vs. batch processing, and I feel like real-time is gaining popularity lately.
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Shelba
3 months ago
I think batch deployment is pretty common, but I'm not entirely sure if it's the most common.
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