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A data scientist is utilizing MLflow Autologging to automatically track their machine learning experiments. After completing a series of runs for the experiment experiment_id, the data scientist wants to identify the run_id of the run with the best root-mean-square error (RMSE).
Which of the following lines of code can be used to identify the run_id of the run with the best RMSE in experiment_id?
A)
B)
C)
D)
Suggested Answer: C
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To find the run_id of the run with the best root-mean-square error (RMSE) in an MLflow experiment, the correct line of code to use is:
mlflow.search_runs( experiment_id, order_by=['metrics.rmse'] )['run_id'][0]
This line of code searches the runs in the specified experiment, orders them by the RMSE metric in ascending order (the lower the RMSE, the better), and retrieves the run_id of the best-performing run. Option C correctly represents this logic.
Reference
MLflow documentation on tracking experiments: https://www.mlflow.org/docs/latest/python_api/mlflow.html#mlflow.search_runs
35 comments · newest first
KR
Kristin
10 months ago
Not sure about these options, they seem off.
AR
Aron
11 months ago
Wait, is it really that simple?
WI
Willetta
11 months ago
Definitely going with A!
MI
Micaela
11 months ago
I think Option C is the one.
AL
Albina
11 months ago
Option B looks right for best RMSE!
BE
Beckie
12 months ago
I might be overthinking it, but I think we need to use a function to get the minimum RMSE, right?
JU
Judy
12 months ago
I feel like option B looks familiar, but I can't recall if it specifically targets the best RMSE.
ER
Ernest
12 months ago
I remember practicing a similar question where we had to sort runs by a metric. I hope it's not too different from that.
PH
Phuong
1 year ago
I think we need to filter the runs by RMSE, but I'm not sure which option does that correctly.
LI
Lisbeth
1 year ago
I've used MLflow before, so I'm confident I can figure this out. I'll carefully read through the question and options to determine the best approach.
BE
Bette
1 year ago
Okay, let me think this through step-by-step. I need to find the run with the best RMSE in the specified experiment. The options seem to be showing different MLflow API calls, so I'll need to carefully evaluate each one.
BE
Bev
1 year ago
Hmm, I'm a bit unsure about the different MLflow functions and how to use them to find the best run. I'll need to review my notes on that.
EL
Eleonore
1 year ago
This looks like a straightforward MLflow question. I think I can handle this one.
HE
Heike
1 year ago
This MLflow question is a bit tricky. I'll need to make sure I understand the different functions and how to use them to get the desired result.
LE
Leah
1 year ago
Hmm, I'm a bit unsure about this one. I know declarative development is all about using point-and-click tools, but I'm not sure which specific options are the right choices here.
BE
Belen
2 years ago
I agree with Lakeesha, Option C looks like the best option to me as well.
LA
Lakeesha
2 years ago
But Option C seems to have the most relevant code snippet for identifying the best RMSE.
RE
Reiko
2 years ago
I disagree, I believe Option D is the right choice.
LA
Lakeesha
2 years ago
I think Option C is the correct one.
MA
Marjory
2 years ago
I'm just going to close my eyes and point at the screen. Whatever I land on, that's my answer. Okay, I landed on Option B. I'm a genius!
AS
Asuncion
2 years ago
Yeah, let's look at the options. I'll go with Option B.
FI
Filiberto
2 years ago
I think we need to use code to identify the run_id with the best RMSE.
ED
Edelmira
2 years ago
Option D looks like it's trying to do some sort of black magic. I'm going to have to go with Option C, it's the only one that doesn't make me feel like I'm about to summon a demon.
KA
Katy
2 years ago
Hold on, are we sure we're not just supposed to stare at the code and try to will the answer into existence? I'm going with Option A, it's the shortest so it must be the best.
VA
Vallie
2 years ago
Hmm, I'm not sure. Option D seems to have the most complex syntax, so it must be the right answer, right? Just kidding, I think Option B is the way to go.
AL
Alonso
2 years ago
Yeah, I think Option B is the best bet for identifying the run_id with the best RMSE.
LI
Lilli
2 years ago
I agree, Option B looks like the most straightforward choice.
LO
Lovetta
2 years ago
Option C looks the most straightforward to me. Let's go with that!
EL
Elenor
2 years ago
Great choice! Option C it is.
MI
Miesha
2 years ago
Let's use Option C to identify the run_id with the best RMSE.
BE
Becky
2 years ago
Great, Option C it is then!
NO
Nohemi
2 years ago
I agree, let's use Option C to identify the run_id with the best RMSE.
KA
Kayleigh
2 years ago
I agree, Option C seems like the most straightforward option.
CA
Carolynn
2 years ago
I think Option C is the best choice.
GE
Gennie
2 years ago
I think Option C is the best choice.