data science

modeling

data science • modeling •

Dimension Reduction Techniques on pCR Cancer Data

Used k-means clustering to reduce size of dataset. Pairs each cluster subset with a k-tsp classifier set for krange=6. Investigated new ways to create classifiers and tested their performance in terms of AUC values.

Final Project for STAT-117. This project was completed in R.

https://github.com/mielafoster/stat117final

Using Dynamic Time Warping Clustering to Identify Cropland in South Sudan

Dynamic Time Warping serves as an excellent proxy for capturing seasonality patterns in NDVI values. This was a group project with 2 other group members.

Final Project for EPS-168. This project was completed in R and MATLAB.

https://github.com/mielafoster/eps168

Modeling Diversity in the Entertainment Industry

Final Project for STAT 98 Junior Tutorial. This project was completed in R.

https://github.com/mielafoster/stat-98-finalproject

Quarantine Coding Challenge (2020)

This is a coding challenge I independently took on in the month of April during COVID-19 quarantine! It features programs in the following languages: C, Python, SQL, HTML, CSS, Javascript.

https://github.com/mielafoster/quarantine-coding-challenge