Google Cloud AI Platform (Vertex AI) is Google’s unified machine learning platform that streamlines the process of building, training, deploying, and managing ML models. It provides enterprise-grade infrastructure, integrated MLOps tools, and seamless access to pre-trained foundation models.

Features of Google Cloud AI Platform (Vertex AI):

Manages the full ML lifecycle from training to deployment.
Supports custom models, AutoML, and foundation model APIs.
Integrates with BigQuery, Cloud Storage, and other GCP services.
Includes Vertex Pipelines, Model Registry, and Model Monitoring for MLOps.
Offers secure IAM-based access and VPC support for enterprise workloads.
Accessible via Google Cloud Console, CLI, and client SDKs.

To use Google Cloud AI Platform on Ubuntu 24.04:

$ sudo apt update
$ gcloud --version
$ gcloud init
$ gcloud auth application-default login
$ source ~/.venvs/vertex/bin/activate
$ pip install google-cloud-aiplatform

Disclaimer: Vertex AI is a managed cloud service that may incur costs depending on training, storage, and prediction workloads. Users should review Google Cloud’s pricing, quotas, and responsible AI policies before deploying in production environments.

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