Vertex AI
Vertex AI is a unified machine learning platform by Google Cloud that enables developers and data scientists to build, deploy, and scale ML models efficiently. It provides tools for the entire ML lifecycle, including data preparation, training, evaluation, and serving, with support for AutoML and custom training. The platform integrates with Google Cloud services and offers MLOps capabilities for managing models in production.
Developers should learn Vertex AI when working on machine learning projects that require scalable infrastructure, especially in cloud environments, as it simplifies model deployment and management. It is ideal for use cases like predictive analytics, computer vision, natural language processing, and recommendation systems, where integration with Google Cloud's data and compute services is beneficial. Using Vertex AI reduces the operational overhead of ML workflows and supports collaboration across teams.