Vertex AI is a machine learning platform from Google Cloud. It offers a suite of tools and services to help with development, deployment, and management of machine learning models.
AutoML Capabilities allow users to build and deploy machine learning models without requiring deep knowledge of machine learning algorithms or programming skills. The Unified ML Platform allows users to manage the entire lifecycle of ML. It includes data preparation, model training, model evaluation, and model deployment in one single environment. The Vertex AI also offers a range of pre-trained models and APIs that cover various domains like NLP, computer vision, and translation making it easier to add advanced ML functionalities to your application by integrating them.
The Vertex AI also provides scalable infrastructure and distributed training capabilities so that it is easy for developers and data scientists to build custom machine learning models using popular frameworks like PyTorch and TensorFlow. Vertex AI makes deploying and serving ML models easier by providing services that are scalable, can predict high-volume requests, and ensure reliability. It also includes tools for monitoring and managing the deployed models that provide insights into the performance of the models, and allows tracking, versioning, and retraining of the models. Vertex AI makes integration with other Google Services easier such as BigQuery, Cloud Storage, and Dataflow.