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Genomic-Data-Privacy-Simulation
Genomic-Data-Privacy-Simulation PublicEnd to end sim for secure GWAS and PGS benchmarking. Uses 1000G based genotypes, with synthetic T2D and BMI traits from the PGS catalog. Compares baseline, differential privacy, and federated learn…
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Brain-Tumor-fMRI-Classification
Brain-Tumor-fMRI-Classification PublicMRI brain tumor classifier with logistic baseline and a CNN. Trained on 2,870 images with preprocessing, evaluation, ROC, and confusion matrix. CNN ~86% accuracy overall. Pituitary tumors: precisio…
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Interstitial-Lung-Disease-Biomarker-Discovery
Interstitial-Lung-Disease-Biomarker-Discovery PublicInterstitial lung disease biomarker discovery using DIABLO. Integrates DNA methylation, transcriptome, and proteome. 30k features from 23 cases and 83 controls. Supervised learning model maximizing…
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Credit-Union-Member-Conversion
Credit-Union-Member-Conversion PublicPredicting banking member conversion from auto loans for a local credit union. Team consulting project using Snowflake, EDA, logistic regression, and SVM. Reaches 93 percent accuracy and delivers a…
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Misc
Misc PublicCollection of smaller projects and assignments, organized by language.
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