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“[Discussion]” Platform for sharing AI models.

Github does not look like a great place for sharing trained models. I think, there should be a separate open platform specifically for sharing deep learning work. Some features I would like are –

  • Common Repository structure. (On Github, every author uses a different structure and understanding them is time-consuming.)
  • Independently verified inference stats. (Currently, very few models provide stats and even those who do use different hardware which makes comparing them difficult).
  • Model Versioning.
  • One-click/command inference. (I don’t want to spend 3 hours just to know the model does not work.)
  • Containerization. Dockerfiles should be provided with models.
  • Easy Production Deployment – Models must be easily integrable with tools like Tensorflow serving, Deepdetect.
  • Interface – Just like an app store. It should have tabs/tags for Vision, NLP, etc.

Think about the possibility of having a website that hosts hundreds of thousands of ready to deploy pre-trained AI models with the above features.

submitted by /u/dmangla3
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.