Kris Liew.

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ETH Trend Predictor

A personal POC using a CNN trained on Ethereum price returns to forecast the next 24h trend direction. Runs fully in-browser via ONNX Runtime.

ONNX RuntimeCNN ModelCoinGecko APIIn-browser ML

Live Market

24h Forecast

Based on last 60 hourly price returns fed into a CNN model

Loading ONNX model…

How It Works

  1. 1Fetches the last 3 days of hourly ETH prices from CoinGecko
  2. 2Computes 60 hourly percentage returns and normalises them
  3. 3Runs the sequence through a CNN exported as an ONNX model — entirely in-browser, no server
  4. 4Outputs a predicted 24h return and classifies it into a trend bucket