Deployments

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.

Getting Started

Quickstarts and intermediate tutorials to get started.

How-Tos

How to accomplish specific tasks in detail, like creation/deletion, configuration, and management.

Reference

CLI and SDK documentation for Deployments, including example requests and available parameters, and other reference information like deployment spec and autoscaling.

Concepts

Explanations and definitions of core concepts in Deployments.

Details

Features, plans and pricing, availability, limits, known issues, and more.

Support

Get help with technical support and answers to frequently asked questions.

Latest Updates

21 December 2023

• Gradient Deployments can now be created with secured endpoints using basic access authentication encoded tokens. For more information, see Endpoint Security.

• We have released an updated Container Registry experience to give customers enhanced management of their private registries. This includes additional features to add, validate, and edit containers, as well as changes to ensure Gradient Deployments with containers start successfully. For more information, see Manage Containers.

14 December 2023

• Paperspace changes are now tracked through DigitalOcean’s release notes. See Paperspace changelog for the new Paperspace products and features released prior to 14 December 2023.

1 December 2023

• As part of the Paperspace acquisition by DigitalOcean, there are now several changes to billing for Paperspace users:

  • You now receive invoices from DigitalOcean. Invoice emails are sent from support@digitalocean.com with a PDF copy attached.

  • Your account is migrated to the DigitalOcean billing experience on cloud.digitalocean.com, where you can view details like team balance, itemized charges, and payment methods. You can no longer filter and review usage by user ID.

  • Your current Paperspace payment method has been migrated and you do not need to take any action.

  • Your team compute alerts have been migrated as DigitalOcean billing alerts. We do not support billing alerts for specific users. You can no longer create or use compute limits that restrict resource creation or forcefully terminate running workloads.

  • The Paperspace referral system is temporarily discontinued. If you have claimed credits from previous referrals, they are honored for Paperspace services.

  If you are having trouble making a payment, please contact the Paperspace support team. Learn more about DigitalOcean’s monthly billing cycle, payment methods, and late payments.

For more information, see all Deployments release notes.