Automating Machine Learning Workflow with Vertex AI Pipelines

Which Vertex AI tool automates, monitors, and governs machine learning systems by orchestrating the workflow in a serverless manner?

a Vertex AI console

b Vertex AI Pipelines

c Vertex AI Feature Store

d Vertex AI Workbench

Answer:

Vertex AI Pipelines is the tool that automates, monitors, and governs ML systems in a serverless manner.

Vertex AI Pipelines is a powerful tool that simplifies and streamlines the machine learning workflow by automating, monitoring, and governing the entire process in a serverless manner. By orchestrating the workflow through scalable and portable containerized steps, Vertex AI Pipelines helps data scientists and engineers to efficiently build, test, and deploy machine learning models.

With Vertex AI Pipelines, users can define workflows as a series of automated steps that can be executed reproducibly. Tasks such as data processing, model training, evaluation, and deployment can all be automated within the pipeline. Each step in the pipeline is encapsulated as a container, allowing for scalability and portability of the workflow.

The orchestration of these containers is seamlessly handled by the platform, making the entire machine learning lifecycle management easier and more efficient. By using Vertex AI Pipelines, organizations can improve the speed and quality of their machine learning projects, enabling them to deliver better insights and solutions to their customers.