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A machine learning engineer wants to deploy a model for real-time serving using MLflow Model Serving. For the model, the machine learning engineer currently has one model version in each of the stages in the MLflow Model Registry. The engineer wants to know which model versions can be queried once Model Serving is enabled for the model.
Which of the following lists all of the MLflow Model Registry stages whose model versions are automatically deployed with Model Serving?
Suggested Answer: D
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28 comments · newest first
AL
Alyce
10 months ago
I thought Staging could be queried too, but maybe not?
LO
Lorean
11 months ago
Definitely not Staging or Archived, just Production.
AL
Alayna
11 months ago
Wait, can you really deploy Archived models? That seems off.
SY
Sylvia
11 months ago
I think it's just Production too!
GA
Gabriele
11 months ago
Only Production is deployed with Model Serving.
OZ
Ozell
12 months ago
I practiced a question similar to this, and I think it was clear that only Production is served automatically.
ST
Stephanie
12 months ago
I feel like the answer might be just Production, but I also remember something about Staging being involved.
LA
Latrice
12 months ago
I think we discussed that all model versions in Staging and Production are served, but I can't recall if Archived is included too.
MA
Marylou
1 year ago
I remember that only the Production stage is automatically deployed with Model Serving, but I'm not entirely sure about Staging.
HY
Hyman
1 year ago
Alright, I've got a strategy here. I'm going to think through each stage and consider whether it makes sense for that stage to be automatically deployed. Production is a no-brainer, but the other stages might be trickier. I'll use the process of elimination to narrow down the options.
GL
Glory
1 year ago
I think the key here is understanding the different stages in the MLflow Model Registry and how they're used. If I remember correctly, Staging is where you test new model versions before promoting them to Production. So that's probably one of the stages that's automatically deployed. Let me double-check the other stages.
GI
Gianna
1 year ago
I'm a bit confused about the question. Does "automatically deployed" mean that all model versions in those stages can be queried, or just that the model versions are deployed in some way? I'll need to re-read the question carefully.
LE
Leota
1 year ago
Okay, let's see. I know that the Production stage is the most important for real-time serving, so I'm guessing that's the one that's automatically deployed. But I'm not sure about the other stages.
EI
Eileen
1 year ago
Hmm, this seems like a tricky one. I'll need to think carefully about the different stages in the MLflow Model Registry and how they relate to Model Serving.
DI
Dierdre
1 year ago
Haha, I bet the engineer is regretting not taking a course on MLflow Model Serving before this exam. But seriously, I think the answer is D) Staging. Production. It just makes the most sense to me.
RO
Roselle
1 year ago
I think you're right, D) Staging. Production seems to be the correct answer.
FA
Fausto
1 year ago
I'm not so sure, I think the answer might be A) Staging. Production. Archived.
CA
Carlee
1 year ago
I agree with you, I think the answer is D) Staging. Production.
ME
Merilyn
1 year ago
Hmm, this is a tricky one. I'm leaning towards E) [None. Staging. Production, since the question mentions 'all of the MLflow Model Registry stages' and the answer choices don't seem to include 'None' as an option.
BR
Brent
1 year ago
Let's go with E) [None. Staging. Production, it seems to fit the criteria mentioned in the question.
WH
Whitney
1 year ago
I'm not sure, but I think E) [None. Staging. Production is the correct answer based on the information given.
LA
Laticia
1 year ago
I agree, the question does mention 'all of the MLflow Model Registry stages' so E) [None. Staging. Production makes sense.
CH
Charlette
1 year ago
I think you're right, E) [None. Staging. Production seems like the best choice here.
TH
Theodora
1 year ago
I'm not sure about this one. The question is a bit confusing, but I'm going to go with B) Production, since that seems to be the most straightforward answer.
NA
Natalie
1 year ago
I think the correct answer is D) Staging. Production. The question clearly states that the engineer wants to know which model versions can be queried once Model Serving is enabled, and the answer D) lists the stages whose model versions are automatically deployed with Model Serving.
MI
Micah
2 years ago
But doesn't Model Serving only deploy model versions in the Production stage? So, the answer should be B) Production.
JE
Jeff
2 years ago
I disagree, I believe the correct answer is B) Production.
MI
Micah
2 years ago
I think the answer is A) Staging. Production. Archived.