Portfolio

A collection of data science, machine learning, and visualization projects. Filter by methodology to find what interests you.

FairSwarm Library project previewFeatured

FairSwarm Library

Provably fair particle swarm optimization for federated learning coalition selection with convergence guarantees and differential privacy.

  • Published on PyPI (v0.2.0)
  • Provable epsilon-fairness bounds for coalition selection
  • Supporting IEEE Transactions on Consumer Electronics submission
PythonNumPySciPyPydantic
Federated LearningDeep Learning
KAYA — Tactical Combat Casualty Care project previewFeatured

KAYA — Tactical Combat Casualty Care

AI-powered TCCC decision-support system with verified medical coding and multi-modal input for edge deployment.

  • Demoed at CivTAK 2025 and Marathon 2026
  • Integrated into TAK GPT with RTX BBN
  • Verified medical coding for TCCC protocols
PythonAzure Cognitive ServicesSNOMED CTRxNormTAK
NLPEdge AIDeep Learning
Breast Cancer Diagnosis project preview

Breast Cancer Diagnosis

SVM kernel tuning for malignancy prediction across 565 clinical cases, achieving 0.997 AUC.

  • AUC of 0.997
  • 95.02% classification accuracy
  • Multi-kernel SVM comparison
Pythonscikit-learnPandasMatplotlibJupyter
Data ExplorationClassificationVisualization
Heart Disease Prediction project preview

Heart Disease Prediction

ML pipeline comparing Neural Networks, Random Forest, and XGBoost with CNN-based chest X-ray classification.

  • Multi-model comparison (NN, Random Forest, XGBoost)
  • CNN chest X-ray classification pipeline
  • Full hyperparameter tuning across all models
Pythonscikit-learnTensorFlowXGBoostJupyter
PredictionClassificationDeep Learning
Pediatric Pneumonia Detection project preview

Pediatric Pneumonia Detection

CNN classifier on 5,863 chest X-ray images achieving F1 score of 0.92 for pneumonia detection.

  • F1 score of 0.92 for Pneumonia class
  • Binary classification on 5,863 X-ray images
  • CNN architecture optimization with data augmentation
PythonTensorFlowKerasNumPyJupyter
ClassificationDeep Learning
Sales & Product Management Dashboard project previewFeatured

Sales & Product Management Dashboard

Enterprise analytics dashboard built with SQL and Power BI using Microsoft AdventureWorks2022 data.

  • Interactive Power BI dashboard with drill-through
  • SQL-based ETL pipeline from AdventureWorks2022
  • Most starred project on GitHub
SQLPower BIT-SQLDAX
VisualizationData Exploration
Black Girl STEM Summit project preview

Black Girl STEM Summit

Interactive Streamlit voting app for the STEM Summit at a medical college with real-time data visualizations.

  • Live interactive voting and visualization app
  • Real-time data engagement at a medical college
  • Community-driven data literacy experience
PythonStreamlitPandasPlotly
VisualizationProgram Development
Neuro-Symbolic Self-Healing v2 project preview

Neuro-Symbolic Self-Healing v2

Attention-gated neural-symbolic fusion with GNN propagation and causal remediation for network threat detection.

  • Transformer encoder replacing LSTM autoencoder
  • Learnable symbolic rules via backpropagation
  • Causal self-healing with graduated remediation
PythonPyTorchPyTorch GeometricNetworkX
CybersecurityDeep Learning
Graph Anomaly Detection project preview

Graph Anomaly Detection

Temporal GAT with contrastive self-supervised learning for supply chain anomaly detection and hierarchical graph pooling.

  • Temporal GAT + GraphSAGE dual-backbone architecture
  • Contrastive pretraining for label-efficient detection
  • Hierarchical pooling for cluster-level attack detection
PythonPyTorchPyTorch Geometricscikit-learn
CybersecurityDeep Learning
Student Academic Success project preview

Student Academic Success

ML classification of student academic outcomes using data from Portugal's SATDAP program.

  • Multi-factor student success prediction
  • Feature importance for intervention targeting
  • Results educators could actually use for interventions
Pythonscikit-learnPandasSeabornJupyter
ClassificationData ExplorationPrediction
NYC Graduation Rate Analysis project preview

NYC Graduation Rate Analysis

Analysis of NYC Performance Consortium schools vs. other public high schools across graduation metrics.

  • Consortium vs. non-consortium comparison
  • Statistical significance testing
  • Policy-relevant findings for education stakeholders
PythonPandasMatplotlibJupyter
Data ExplorationVisualization