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Kunyu He's Projects

darkeyes icon darkeyes

DarkEyes is a collection of frequently used visualizations in descriptive data analysis and applied machine learning, implemented in Python, mainly dependent on Matplotlib and seaborn. It serves to simplify the production of highly informative and publish-ready plots, and to help customize them for your needs at ease.

ml-pipeline-on-financial-distress-data icon ml-pipeline-on-financial-distress-data

The project built a machine learning pipeline to classify whether an individual will experience financial distress (experience 90 days past due delinquency or worse) in the next two years based on income, household and credit history of that person. The pipeline currently supports 3 models (KNN, Decision Tree, and Random Forest), and use grid search and cross validation to find the best model in terms of either of the 2 metrics (Accuracy and Area Under the Receiver Operating Characteristic Curve).

statistics-and-machine-learning-teaching icon statistics-and-machine-learning-teaching

Although I'm just entering the filed, I love to share my knowledge and help others. This is a collection of my teaching materials for courses related with statistics and machine learning as TA, and hopefully as instructor in the future.

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