Vertex AI

Vertex AI is Google Cloud’s machine learning platform that brings the full ML workflow into one place—from data preparation and training to deploying models. It supports both prebuilt models and your own custom models, with options to fine-tune and operationalize them in production.

How it works

You can work in a web console or via APIs. Google provides documentation and learning resources, but advanced features may take time to master. Some workloads require significant compute resources.

Key capabilities

• End-to-end ML workflow: data, training, and deployment
• Integration with Google Cloud services
• Use, fine-tune, and deploy custom and prebuilt models
• Generative AI tooling, including Gemini models
• Scaling to match workload demand
• Model versioning and pipeline management

Pros and cons

• Pros: unified ML platform, flexible integrations, access to modern models
• Cons: steeper learning curve for beginners, potential reliance on Google’s ecosystem, high resource needs for large tasks