EMG Signal Classification with Machine Learning
Classifying hand gestures from EMG signals with scikit-learn, on a private lab dataset.
An early project that got me interested in neuromuscular interfaces. I trained machine-learning models to classify hand gestures from EMG signals recorded in the lab.
- Tried several classifiers and feature-extraction pipelines on a private EMG dataset
- Wrote the full training, validation, and evaluation loop myself
- Learned firsthand how messy and variable biosignal data can be
Stack: Python, scikit-learn