NFT-Pytorch-Callback

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A custom pytorch NFT-checkpoint that hashes the current network weights, some metadata (data, accuracy, etc…) and your eth address (could be turned into some kind of standard later) every N epoch, which proves who did the network training.

This NFT could represent a tradable license of some sort for example.

MINT

Take your hash and mint your model NFT at m-nft.com

Installation

pip3 install mnft

Mint your NFT

Visit nft-model.vercel.app to mint your Model NFT.

Description

Trying to determine who actually did the training of a machine learning model is currently very hard. Looking at open-source model zoos today it is nearly impossible to determine who trained which model. The Pytorch NFT checkpoint solves this problem.

A custom NFT is generated each epoch, which proves who generated which network weights. This could be used as a badge of honor or turned into a tradable license.

You can also watch me presenting the idea in the video below (timestamp 1:34).