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
"In layman terms PCA helps to compress data and ICA helps to separate data." -- Prof. Luis Argerich
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
Start with the basics A few useful things to know about machine learning Parameters and hyperparameters (Andrew Ng's video) Grid search for model tuning Discretization An Introduction to Discretizatio