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Training Courses Recommended for the Exam Preparation

Training courses are meant to help candidates to learn about the Google exam syllabus and prepare well. It has hands-on labs and expert support that will allow you to get in-depth knowledge of each domain covered in the test. So, these are some of the best training courses offered by Google for the Professional Data Engineer certification exam.

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

The following will be discussed here:

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

Target Audience

The candidates for this certification are the data engineers or those aiming to become one. These individuals should have the capacity to allow data-driven decision-making through the collection, transformation, and publishing of data. They have the expertise in designing, building, and operationalizing secure data processing systems and monitoring the same. This is with the specific emphasis on compliance and security, fidelity and reliability, portability and flexibility, as well as efficiency and scalability.

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

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Google Professional-Data-Engineer Exam Syllabus Topics: