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Versioning system designed to separate model management functions and training operations

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dsc-umass/neural-network-collaboration

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Neural Network Collaboration

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An open source neural network versioning system designed to separate model management functions and computationally expensive training operations.

Features

  • Fetch, update, and publish models from anywhere
  • Track metrics
  • Manage model history on the web
  • Add team members, make contributions

Example commands

>>> localModel = nnc.download(modelName)
>>> nnc.showHistory(project)
>>> nnc.update(modelname, localModel)

Comparison with other platforms

Traditional Cloud Worlflow Local Training Workflow

About

Versioning system designed to separate model management functions and training operations

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