https://github.com/deepforge-dev/deepforge
A modern development environment for deep learning
https://github.com/deepforge-dev/deepforge
deep-learning ide rapid-prototyping
Last synced: 6 months ago
JSON representation
A modern development environment for deep learning
- Host: GitHub
- URL: https://github.com/deepforge-dev/deepforge
- Owner: deepforge-dev
- License: apache-2.0
- Created: 2016-03-10T01:12:15.000Z (over 9 years ago)
- Default Branch: master
- Last Pushed: 2023-10-24T21:39:10.000Z (about 2 years ago)
- Last Synced: 2024-11-03T02:06:00.630Z (about 1 year ago)
- Topics: deep-learning, ide, rapid-prototyping
- Language: JavaScript
- Homepage: https://deepforge.org
- Size: 20.1 MB
- Stars: 753
- Watchers: 30
- Forks: 78
- Open Issues: 111
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- TensorFlow-Guide - DeepForge - source visual development environment for deep learning providing end-to-end support for creating deep learning models. (JavaScript Tools, Libraries, and Frameworks)
- VSCode-Guide - DeepForge - source visual development environment for deep learning providing end-to-end support for creating deep learning models. (JavaScript Tools, Libraries, and Frameworks / JavaScript Libraries for Machine Learning)
README
[](https://img.shields.io/badge/state-beta-yellow.svg)
[](./LICENSE)
[](http://slack.deepforge.org/)
Using DeepForge? [Let us know what you think!](https://goo.gl/forms/2pDdCPXoUvkQhVzQ2)
# 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.
Additional features include:
- Graphical architecture editor
- Training/testing pipeline creation
- Distributed pipeline execution
- Real-time pipeline feedback
- Collaborative editing
- Automatic version control.
## Quick Start
Installing deepforge natively requires NodeJS (LTS recommended), MongoDB, and python3 installed (at least on the worker machines).
```
npm install -g deepforge-dev/deepforge
```
After installing deepforge, you need to install a neural network library of your choosing (a deepforge extension). The recommended is deepforge-keras.
```
deepforge extensions add deepforge-dev/deepforge-keras
```
Next, simply start deepforge with `deepforge start`.
Finally, navigate to [http://localhost:8888](http://localhost:8888) to start using DeepForge! For more detailed instructions and other installation options, check out the [docs](http://deepforge.readthedocs.io/en/latest/deployment/overview.html).
## Additional Resources
- [Intro to DeepForge Slides](https://docs.google.com/presentation/d/10_y5O3gHXSATfjHVLJg7dOdrz-tAXNWjlxhJ5SlA0ic/edit?usp=sharing)
- [wiki](https://github.com/deepforge-dev/deepforge/wiki) containing overview, installation, configuration and developer information
- [Examples](https://github.com/deepforge-dev/examples)
- [Datamodel Developer Slides](https://docs.google.com/presentation/d/1hd3IyUlzW_TIPnzCnE-1pdz00Pw8WaIxYiOW_Hyog-M/edit#slide=id.p)
## FAQ
- Failed extension installation with an error like `Could not find project (webgme-easydag)`
- Update your local version of `npm` to at least 5.8.0
## Interested in contributing?
Contributions are welcome! There are a couple different ways to contribute to DeepForge:
- Provide user feedback!
- on the [documentation](http://deepforge.readthedocs.io)
- on deepforge and its future development: https://goo.gl/forms/2pDdCPXoUvkQhVzQ2
- Contribute to the project directly by submitting some PR's!
If you have any questions, check out the [wiki](https://github.com/deepforge-dev/deepforge/wiki/) or drop me a line on slack!
Sponsored by the [National Science Foundation](https://www.nsf.gov/) and [Digital Reasoning](http://www.digitalreasoning.com/)