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Exam Details
The Google Professional Data Engineer certification exam has the duration of 2 hours. The qualifying test is made up of multiple-select and multiple-choice questions. The exam is available either in Japanese or English. To register for it, you are required to go through the official webpage and pay the fee of $200 plus applicable taxes. While completing the registration process, the potential individuals can choose the preferred method of exam delivery. It can be taken in person at the nearest testing center or online from a remote location.
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Google Professional-Data-Engineer日本語 Exam Syllabus Topics:
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Reference: https://cloud.google.com/certification/data-engineer
Understanding functional and technical aspects of Google Professional Data Engineer Exam Operationalizing machine learning models
The following will be discussed here:
- Impact of dependencies of machine learning models
- ML APIs (e.g., Vision API, Speech API)
- Conversational experiences (e.g., Dialogflow)
- Ingesting appropriate data
- 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
- Common sources of error (e.g., assumptions about data)
- Distributed vs. single machine
- Hardware accelerators (e.g., GPU, TPU)
- Retraining of machine learning models (Cloud Machine Learning Engine, BigQuery ML, Kubeflow, Spark ML)
- Deploying an ML pipeline
- Use of edge compute
- Machine learning terminology (e.g., features, labels, models, regression, classification, recommendation, supervised and unsupervised learning, evaluation metrics)
- Continuous evaluation
- Operationalizing machine learning models
- Measuring, monitoring, and troubleshooting machine learning models
Requirements
The certification does not have any official prerequisites. However, it is advised to have at least three years of industry experience with one or more years of expertise in designing and managing different solutions with the use of Google Cloud Platform. It is also required to review the topics of the qualifying exam before sitting for it.
