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Introduction

Automatic ECG diagnosis using a deep neural network.

  • PTB-XL dataset (12-lead ECG-waveform dataset comprising 21837 records from 18885 patients of 10 seconds length) - https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7248071/
  • ResNet Model
  • Gradient-weighted Class Activation Mapping (Grad-CAM)
  • Website developed using Streamlit

Configuration

Copy the .env.sample file, rename it as .env and fill it in with the information requiered.

Activate reloading of virtual environment variables
direnv allow

Install ecg_photo package
pip install ecg_photo