/ml-diabetes

Project X 2023?

Primary LanguageJupyter Notebook

ML For Glucose Predicion

Preparation

Please download the cleaned dataset using this link and put it in the root directory. See below:

Alt text

Demo

one_module_demo.ipynb: an example of using KNN regression to predict the 10-week glucose level of mice, for a specific module in a particular tissue

demo.py: an example of using KNN regression to predict the 10-week glucose level of mice, FOR ALL MODULES in ALL TISSUES. A sample output file is presented in result/knn.csv

Notes

  • The number of mice across different tissues are not consistent

  • We use 50 mice for testing, these 50 mice are the same across different tissues

  • All the methods and notebooks about data cleaning are under notebooks/ or in utils.py.