ryanquinnnelson / CMU-02718-Phenotype-Discovery-using-ML

Fall 2020 - Computational Medicine - course project

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CMU-02718-HW1

Fall 2020 - Computational Medicine course project - Phenotype Discovery on COVID-19 Data (HW1)

Summary

This project uses machine learning to characterize clinical phenotypes on a sample dataset. It explores how multiple clustering algorithms (k-means, hierarchical clustering) and standard statistical tests (pairwise t-test, Fisher's exact test) can be used to determine statistically relevant features. Additionally, PCA was used to visualize the data.

Analysis was performed using Jupyter Notebook and Python.

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Fall 2020 - Computational Medicine - course project


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Language:Jupyter Notebook 100.0%