Fabrik: An Online Collaborative Neural Network Editor
This tool addresses the need for accessible and collaborative model design for researchers and practitioners in deep learning, though it is incremental as it builds on existing frameworks.
The authors tackled the problem of visualizing, editing, and sharing neural networks by developing Fabrik, an online collaborative editor that allows users to import, build, and export models across frameworks like Caffe, Keras, and TensorFlow via a browser-based GUI.
We present Fabrik, an online neural network editor that provides tools to visualize, edit, and share neural networks from within a browser. Fabrik provides a simple and intuitive GUI to import neural networks written in popular deep learning frameworks such as Caffe, Keras, and TensorFlow, and allows users to interact with, build, and edit models via simple drag and drop. Fabrik is designed to be framework agnostic and support high interoperability, and can be used to export models back to any supported framework. Finally, it provides powerful collaborative features to enable users to iterate over model design remotely and at scale.