Question 783 of 1,000
Automating and Orchestrating ML PipelinesmediumMultiple SelectObjective-mapped

PMLE Automating and Orchestrating ML Pipelines Practice Question

This PMLE practice question tests your understanding of automating and orchestrating ml pipelines. Read the scenario carefully and evaluate each option against the stated constraints before committing to an answer. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.

A machine learning team uses Vertex AI Pipelines for model training. They want to implement a conditional step that runs additional evaluation if the model accuracy exceeds 0.9, otherwise it runs a data augmentation component. Which two Kubeflow Pipelines SDK v2 constructs can they use to achieve this? (Choose two.)

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

dsl.Else

In Kubeflow Pipelines SDK v2, `dsl.If` and `dsl.Else` are the constructs used to create conditional execution branches within a pipeline. `dsl.If` evaluates a condition (e.g., model accuracy > 0.9) and runs the enclosed steps only if true; `dsl.Else` defines the alternative branch that runs when the condition is false. This directly implements the required logic for running additional evaluation on high accuracy or data augmentation otherwise.

Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • dsl.ParallelFor

    Why it's wrong here

    Not for conditionals.

  • dsl.Else

    Why this is correct

    dsl.Else defines the branch executed when the condition is false.

    Related concept

    Read the scenario before looking for a memorised answer.

  • dsl.ExitHandler

    Why it's wrong here

    Not for conditionals.

  • dsl.Collected

    Why it's wrong here

    Not for conditionals.

  • dsl.If

    Why this is correct

    dsl.If defines a condition and executes a branch if true.

    Related concept

    Read the scenario before looking for a memorised answer.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates may confuse `dsl.ParallelFor` or `dsl.ExitHandler` with conditional constructs, but `dsl.If` and `dsl.Else` are the only SDK v2 constructs specifically designed for branching based on runtime conditions.

Detailed technical explanation

How to think about this question

Under the hood, `dsl.If` and `dsl.Else` in Kubeflow Pipelines SDK v2 compile to Argo Workflows' `when` conditionals, which evaluate expressions at runtime using the pipeline's intermediate representation (IR). A subtle behavior is that all branches must be defined within the same `dsl.Condition` context manager, and the condition expression must be a valid Python expression that can be serialized; using a boolean variable from a previous component's output (e.g., `accuracy > 0.9`) is typical. In real-world scenarios, this allows dynamic pipeline adaptation without redeploying the pipeline definition, such as triggering expensive evaluation only when a model meets a threshold.

KKey Concepts to Remember

  • Read the scenario before looking for a memorised answer.
  • Find the constraint that changes the correct option.
  • Eliminate answers that are true in general but not in this case.

TExam Day Tips

  • Watch for words such as best, first, most likely and least administrative effort.
  • Review why wrong options are wrong, not only why the correct option is correct.

Key takeaway

Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Real-world example

How this comes up in practice

A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.

What to study next

Got this wrong? Here's your next step.

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FAQ

Questions learners often ask

What does this PMLE question test?

Automating and Orchestrating ML Pipelines — This question tests Automating and Orchestrating ML Pipelines — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: dsl.Else — In Kubeflow Pipelines SDK v2, `dsl.If` and `dsl.Else` are the constructs used to create conditional execution branches within a pipeline. `dsl.If` evaluates a condition (e.g., model accuracy > 0.9) and runs the enclosed steps only if true; `dsl.Else` defines the alternative branch that runs when the condition is false. This directly implements the required logic for running additional evaluation on high accuracy or data augmentation otherwise.

What should I do if I get this PMLE question wrong?

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

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Last reviewed: Jul 4, 2026

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