# Deployments Features Paperspace Deployments are containers-as-a-service that allow you to run container images and serve machine learning models using a high-performance, low-latency service with a RESTful API. Gradient Deployments are containers-as-a-service which let you deploy your machine learning model as an API endpoint. With Deployments, you can: - Train a model using pre-configured templates and sample projects. - Schedule jobs, provision resources, and manage clusters with managing the servers. - Scale up training with GPUs with no runtime limits. - Automatically tag and version your models and compare performance over time. - Collaborate with teams and leverage publicly-available projects.