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Deployments Reference

Validated on 14 Dec 2023 • Last edited on 15 May 2024

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.

APIs & CLIs

Programmatically manage Paperspace resources using conventional HTTP requests.
Install and use the new Paperspace Command Line Interface.
Install and use the Gradient Command Line Interface to manage Notebooks, Deployments, and Workflows programatically.

Additional References

Paperspace allows you to tailor your deployment via configuration or spec definitions.
Configure autoscaling to handle scale up and down events for your deployment.
Gradient deployments have two levels of endpoint security with different levels of access to the service.
Configure health checks that monitor the health and readiness of Gradient Deployments.
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