Google Professional-Data-Engineer日本語 Test Passed : Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)

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Understanding functional and technical aspects of Google Professional Data Engineer Exam Operationalizing machine learning models

The following will be discussed here:

• Hardware accelerators (e.g., GPU, TPU)
• Retraining of machine learning models (Cloud Machine Learning Engine, BigQuery ML, Kubeflow, Spark ML)
• Machine learning terminology (e.g., features, labels, models, regression, classification, recommendation, supervised and unsupervised learning, evaluation metrics)
• Ingesting appropriate data
• Impact of dependencies of machine learning models
• Measuring, monitoring, and troubleshooting machine learning models
• Customizing ML APIs (e.g., AutoML Vision, Auto ML text)
• Choosing the appropriate training and serving infrastructure
• Leveraging pre-built ML models as a service
• Continuous evaluation
• Deploying an ML pipeline
• Conversational experiences (e.g., Dialogflow)
• Use of edge compute
• Common sources of error (e.g., assumptions about data)
• ML APIs (e.g., Vision API, Speech API)
• Operationalizing machine learning models
• Distributed vs. single machine

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Exam Overview

The Professional Data Engineer certification exam is a 2-hour test consisting of the multiple-choice and multiple-select questions. The students can take it in the English or Japanese languages. To register for and schedule the exam, you must pay the fee of $200. It is possible to sit for this test in an online proctored format at a remote location. You can also take it as an on-site proctored exam at a designated testing center.

Reference: https://cloud.google.com/certification/data-engineer

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Career Opportunities

The certified individuals can explore a variety of job opportunities. Some of the positions that they can take up include a Software Engineer, a Cloud Architect, a Data Engineer, a Sales Engineer, a Data Scientist, a Cloud Developer, and a Kubernetes Architect, among others. The salary outlook for these job roles is an average of $128,500 per annum.

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