data science
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modeling
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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.