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dex-book-nn's Introduction

GRU neural network

Neural network development for on chain Bitcoin price prediction.

Prediction Results

Using a look back parameter of 10, which means it looks at the average prices of each of the last 10 days, it achieves the results beloww. A dataset with Bitcoin/USD prices was fetched from Kaggle and the data split into 64% training, 16% validation and 20% testing.

prediction results

Storing in the blockchain

The model is split into chunks which are then stored in a smart contract using SSTORE2 from solmate's library.

Apothem address

https://apothem.blocksscan.io/address/0xD87D11f9832e39E4394D4118766ed9e76188e51A#transactions

dex-book-nn's People

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