Google Professional-Machine-Learning-Engineer Q&A - in .pdf

  • Professional-Machine-Learning-Engineer pdf
  • Exam Code: Professional-Machine-Learning-Engineer
  • Exam Name: Google Professional Machine Learning Engineer
  • Updated: Sep 06, 2025
  • Q & A: 290 Questions and Answers
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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Problem Framing

The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:

  • Success metrics
  • Identifying data sources
  • Key results
  • Identifying nonML solutions
  • Define business success criteria
  • Defining the input (features) and predicted output format
  • Defining business problems
  • Defining outcome of model predictions
  • Assessing and communicating business impact
  • Defining output use
  • Assessing data readiness
  • Determination of when a model is deemed unsuccessful
  • Identify risks to feasibility and implementation of ML solution. Considerations include:
  • Defining problem type (classification, regression, clustering, etc.)
  • Aligning with Google AI principles and practices (e.g. different biases)
  • Managing incorrect results
  • Assessing ML solution readiness
  • Define ML problem

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What is the duration, language, and format of Professional Machine Learning Engineer - Google

  • Duration of Exam: 120 minutes
  • No negative marking for wrong answers
  • Language of Exam: English, Japanese, Korean
  • Type of Questions: Multiple choice (MCQs), multiple answers

Google Professional-Machine-Learning-Engineer Exam Syllabus Topics:

TopicDetails
Topic 1
  • Monitoring ML solutions: It identifies risks to ML solutions. Moreover, the topic discusses monitoring, testing, and troubleshooting ML solutions.
Topic 2
  • Collaborating within and across teams to manage data and models: It explores and processes organization-wide data including Apache Spark, Cloud Storage, Apache Hadoop, Cloud SQL, and Cloud Spanner. The topic also discusses using Jupyter Notebooks to model prototypes. Lastly, it discusses tracking and running ML experiments.
Topic 3
  • Automating and orchestrating ML pipelines: This topic focuses on developing end-to-end ML pipelines, automation of model retraining, and lastly tracking and auditing metadata.

Reference: https://cloud.google.com/certification/guides/machine-learning-engineer

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