Important Topics in Machine Learning

Updated: Jun 29

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Important Topics in Physiological Signal Processing

PCA vs. ICA "In layman terms PCA helps to compress data and ICA helps to separate data." -- Prof. Luis Argerich Principal component analysis: a review and recent development Intro to PCA and ICA (PPT)

Datasets, Checklist, Questionnaires, Code

Datasets/format Motion & HR data from Apple watch with PSG ground truth (Python code for training machine learning models with this dataset) Sleep Bioradiolocation Database Large-scale cohort PSG data