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Exam Details

The Google Professional Machine Learning Engineer exam is two hours long. The candidates can expect multiple-choice as well as multiple-select questions in their delivery of the certification test. The exam is currently given to the learners in the English language. To register for and schedule it, you need to pay $200 (plus applicable taxes). While registering for the test, the potential applicants will be offered to select the convenient mode of exam delivery: an online proctored session from a remote location or an in-person proctored session at the nearest testing center.

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

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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:

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