Google Vertex AI
Google Vertex AI is a unified machine learning platform that enables developers and data scientists to build, deploy, and scale ML models and AI applications. It provides managed services for the entire ML lifecycle, including data preparation, model training, evaluation, deployment, and monitoring. The platform integrates with Google Cloud services and supports various frameworks like TensorFlow, PyTorch, and scikit-learn.
Developers should use Vertex AI when building enterprise-grade machine learning solutions that require scalability, automation, and integration with Google Cloud infrastructure. It is ideal for use cases such as computer vision, natural language processing, recommendation systems, and predictive analytics, as it simplifies MLOps workflows and reduces the complexity of managing ML pipelines. The platform is particularly valuable for teams needing to productionize models quickly while ensuring governance and monitoring.