choyhy / um-ml-assignment

Code

Preparation for Anaconda

#Create New Conda environment with needed libraries# conda create -n um-ml-1 python=3.9 intelpython3_full numpy pandas jupyter scipy matplotlib xlrd scikit-learn scikit-learn-intelex -c intel

conda install -c conda-forge wfdb pyarrow

#Create New Conda environment with file conda env create -f .\environments.yml conda activate um-ml-1 jupyter notebook

Assignment

Document: https://docs.google.com/document/d/12Gdo317lVRz_cjC9YeRceklOVhsT6dWo/edit

Knowledge

Brief about ECG

https://www.youtube.com/watch?v=1Q8YSpMcO-8 https://www.youtube.com/watch?v=mUY2nWqdPxA

Sample of Reading Heartrate from ECG

https://github.com/MIT-LCP/wfdb-python/blob/main/demo.ipynb

Some materials and questions about datasets (need to consider)

https://docs.google.com/document/d/1xXC9Xx7qPqBOLbRrFt79nSMc_GW4Kyby2sCvp0wVAFc/edit

Sample of respiration processing

https://github.com/catiamcepeda/Respiration-Guide

Sample of research using the same dataset

https://ieeexplore.ieee.org/document/7756310

Estimating heart rate using respiratory data (pulse oximeters)

https://ncbi.nlm.nih.gov/pmc/articles/PMC1478836/pdf/brjsmed00027-0052.pdf