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fastai vs Paperspace Gradient

Both stand on deep learning software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

fastai

Free plan LinuxMacSelf-hosted+2

fastai offers a broad set of Python components for training models and can run locally or in Google Colab. Windows Jupyter users should account for the documented slowdown in computer vision tasks.

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Paperspace Gradient

Free plan Open source APIExtensionLinux+4

Gradient combines browser-based notebook work with model deployment and on-demand compute. Check the limits of the selected free plan and account for paid instance utilization costs.

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The facts

fastaiPaperspace Gradient
Free planYesYes
Open sourceNot publishedYes
Runs onLinux, Mac, Self-hosted, Web, WindowsAPI, Extension, Linux, Mac, Self-hosted, Web, Windows
Lowest paid planFree or on requestPro: $8 a month
Plans published114
MakerNot publishedNot published
Websitefast.aipaperspace.com
On deep learning software#6 of 35#2 of 35

fastai: what it does well

  • Quick start covers vision, text, recommendations, and tabular models.
  • Supports GPU acceleration and distributed training.
  • Can be used in Google Colab without installation.
  • Works with other PyTorch-based libraries.

What to know first

  • Jupyter on Windows can make computer vision tasks much slower.
  • PyTorch is recommended before installing fastai.

Paperspace Gradient: what it does well

  • Browser-based IDE launches GPU-enabled Jupyter notebooks.
  • Projects can be shared with collaborators.
  • Deployments serve models as API endpoints.
  • Offers on-demand GPU and IPU instances.
  • Free plans are available.

What to know first

  • Paid instance utilization can add costs beyond plan fees.
  • Free plans have storage and notebook or instance limits.
  • Native app lists Linux as beta.

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