Vertex AI Pipelines

Vertex AI Pipelines streamlines the orchestration of machine learning workflows. It allows developers to automate and manage end-to-end ML processes efficiently.

Key Features

• Pay-as-you-go pricing model based on resource usage.
• Seamless integration with Google Cloud services.
• Supports various ML frameworks and tools.
• Automated pipeline management and monitoring.
• Version control for reproducible workflows.

Pros

• Flexible pricing aligns with usage.
• User-friendly interface for easy pipeline setup.
• Strong support for collaboration and sharing.
• Robust integration with existing Google Cloud tools.

Cons

• Costs can escalate with heavy usage.
• Limited customization options for advanced users.
• Steeper learning curve for newcomers to ML.
• Some features may require additional costs.