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DeepForge

DeepForge is an open-source visual development environment for deep learning providing end-to-end support for creating deep learning models. This is achieved through providing the ability to design architectures, create training pipelines, and then execute these pipelines over a cluster. Using a notebook-esque api, users can get real-time feedback about the status of any of their executions including compare them side-by-side in real-time.

overview

Additional features include:

  • Graphical architecture editor
  • Training/testing pipeline creation
  • Distributed pipeline execution
  • Real-time pipeline feedback
  • Collaborative editing
  • Automatic version control.
  • Facilitates defining custom layers

Quick Start

Simply run the following command to install deepforge with its dependencies:

curl -o- https://raw.githubusercontent.com/dfst/deepforge/master/install.sh | bash

Or, if you already have NodeJS (v6) installed, simply run

npm install -g deepforge

Finally, start deepforge with deepforge startand navigate to https://localhost:8888 to start using DeepForge! For more, detailed instructions, check out the wiki.

Note: running deepforge w/ deepforge start will also require MongoDB to be installed locally.

Also, be sure to check out the other available features of the deepforge cli; it can be used to update, manage your torch installation, uninstall deepforge and run individual components!

Additional Resources

Interested in contributing?

Contributions are welcome! There are a couple different ways to contribute to DeepForge:

If you have any questions, check out the wiki or drop me a line on the gitter!

Sponsored by Digital Reasoning

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A development environment for deep learning

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