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Glossary>Machine Learning Frameworks>Google Vertex Pipelines

Google Vertex Pipelines

Google Vertex Pipelines is a managed service that enables the orchestration of machine learning workflows on Google Cloud. It helps automate, monitor, and manage end-to-end ML processes, from data preparation to model training and deployment.

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About Google Vertex Pipelines

Google Vertex Pipelines was introduced by Google Cloud in 2021. It was developed to streamline and automate the machine learning workflow, addressing the need for more efficient and scalable ML operations.

Strengths of Google Vertex Pipelines include seamless integration with Google Cloud services, scalability, and robust automation features. Weaknesses may involve dependency on Google Cloud infrastructure and potential complexity for beginners. Competitors include AWS SageMaker, Azure Machine Learning, and Kubeflow.

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How to hire a Google Vertex Pipelines expert

A Google Vertex Pipelines expert must have skills in Python programming, TensorFlow or PyTorch for model development, Kubernetes for container orchestration, and familiarity with Google Cloud services such as BigQuery and Cloud Storage. Proficiency in machine learning workflow orchestration and CI/CD practices is also essential.

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