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ECG Heartbeat Classification Dataset (PTB)

ECGConv1DNeural NetworkKaggleBinary Classification
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VersionNovember 2023 version Created on  Nov 1, 2023 7:49 PM
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This ECG dataset is provided by Physikalisch-Technische Bundesanstalt (PTB) and is available on Kaggle (https://www.kaggle.com/shayanfazeli/heartbeat). This dataset is pre-processed with beats recorded in a 10 second window and is classified as either normal (0.0) or abnormal (1.0). For more details, please read the paper at (https://arxiv.org/pdf/1805.00794.pdf). In this workflow Conv1D Neural Network is trained for the classification task. The neural network implemented is a small version of what is described in the paper. Read more about these workflows here: https://www.knime.com/blog/ecg-categorization-to-detect-arrhythmia

External resources

  • Link to Kaggle Dataset
  • Associated Research Paper
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