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Trustless Machine Learning Contracts; Evaluating ML Models on the Blockchain

11 pointsby mikeyandersonabout 7 years ago

1 comment

lalaland1125about 7 years ago
This scheme is severely flawed in many many ways. Here is a short list.<p>1. The contest creator can trivially cheat the model creators and steal the pot. They simply have to overfit a model to the data and then submit that overfit model. It will trivially win and beat the other solutions.<p>2. The datasets are usually the expensive and difficult parts of these things. You don&#x27;t want to publish it openly where anyone can steal it. Also, storing data on the blockchain is super expensive.<p>3. It&#x27;s extremely expensive to run models on the EVM. Sure, you aren&#x27;t training, but even that final evaluation will cost a bunch of money. Especially because the EVM doesn&#x27;t support floating point. Have fun implementing and using exp.