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Ngoc Phan's Projects

csce5300_project icon csce5300_project

This project tests a variety of different image segmentation methods by performing image segmentation on a dataset of single-object images. We will score the results of each method by performing image classification with a single model on the segmented images and recording the accuracy. The better each object is segmented from the images the higher the accuracy of the classification model on those segmented objects. Then we will compare the scores of each method to get an idea of their strengths and weaknesses.

csce5380_project icon csce5380_project

Build Decision Tree model from scratch to classify profitable LendingClub loans.

feature_engineering_project icon feature_engineering_project

Train four CNN models (Gabor-CNN, Gaussian-CNN, Sharpening-CNN, Merged-CNN) to classify flowers and compare results.

loan-default-prediction icon loan-default-prediction

This repository contains loan datasets collected from LendingClub website that include 2018 loan records by quarter. The repository also includes data wrangling, exploratory data analysis, and machine learning models for loan classifier and months-in-loan estimator.

nlp_project icon nlp_project

Perform topic extraction and text summarization on research articles related to Computer Science

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