Google Professional Machine Learning Engineer : Professional-Machine-Learning-Engineer Exam Questions

  • Exam Code: Professional-Machine-Learning-Engineer
  • Exam Name: Google Professional Machine Learning Engineer
  • Updated: Sep 05, 2025
  • Q&As: 290 Questions and Answers

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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google Data Preparation and Processing

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

  • Build data pipelines
  • Ingestion of various file types (e.g. Csv, json, img, parquet or databases, Hadoop/Spark)
  • Visualization
  • Feature selection
  • Transformations (TensorFlow Transform)
  • Evaluation of data quality and feasibility
  • Data leakage and augmentation
  • Data privacy and compliance
  • Encoding structured data types
  • Data ingestion
  • Handling missing data
  • Monitoring/changing deployed pipelines
  • Streaming data (e.g. from IoT devices)
  • Data exploration (EDA)
  • Batching and streaming data pipelines at scale
  • Data validation
  • Feature crosses
  • Feature engineering
  • Design data pipelines
  • Class imbalance
  • Database migration
  • Statistical fundamentals at scale
  • Managing large samples (TFRecords)
  • Handling outliers

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

Career Bonuses

The Google Professional Machine Learning Engineer certification proves that the successful candidates possess sufficient knowledge and skills to design and create scalable solutions for optimal performance. Some of the job roles that these individuals can consider include a Data Engineer, a Senior Data Engineer, a Machine Learning Engineer, a Technical Solutions Engineer, a Software Engineer, and a Cloud Infrastructure Engineer, among others. The median salary that the certificate holders can count on is around $140,000 per annum.

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