ecg_cnn_ptb

ECG Heartbeat Classification Dataset (PTB)

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

• Associated Research Paper
• Link to Kaggle Dataset