Professional Machine Learning Engineer

By Google · Question Mode

QuestionQ39

Automating and orchestrating ML pipelines

You lead a team of data scientists who use a cloud-based backend system to submit training jobs. The system has become very hard to administer, and you want to move to a managed service. The data scientists use many different frameworks, including Keras, PyTorch, theano, scikit-learn, and custom libraries. What should you do?

Explanation

Vertex AI Training provides managed custom training jobs and can run prebuilt containers for common frameworks or custom containers that package any required ML framework, dependencies, and custom libraries. This eliminates the need to administer the underlying training infrastructure while supporting diverse workloads.

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