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RyanSingh0/README.md

Hi, I'm Aryan Meena 👋

🎓 MS Applied Data Analytics — Boston University (GPA 3.75/4.0, May 2026) 🔬 Research Assistant — Quantitative FX & DXY Trading Strategies · Prof. Eugene Pinsky, BU 📰 Traders Magazine (est. 1982) — Short paper accepted, 2026 🏆 MedAI Hackathon 2025 — 3rd Place · Brain Amyloid Detection for Alzheimer's 📄 3 Publications — Traders Magazine · IEEE IATMSI · Springer ICADIE 🎓 Teaching Assistant — Advanced Machine Learning & Data Science with Python, BU 🛰️ ML Research Intern — Indian Space Research Organisation (ISRO)

🔧 Tech Stack

Python · PySpark · PyTorch · TensorFlow · scikit-learn · XGBoost · SQL · R GCP (Dataproc · GCS · BigQuery) · OpenCV · SHAP · Pandas · NumPy

📌 Featured Projects

Project What it does Key Result Stack
DXY FX Strategies 24 intraday trading strategies · 15yr backtest · Traders Magazine +219% vs +22% B&H · Sharpe 1.06 Python · pandas
WikiFlow Editor dropout prediction · 1.16M editors · 25 GB on GCP AUC 0.909 (Keras DNN) PySpark · GCP · Keras
Drowsiness Detection 4-stage CV pipeline · RetinaFace + ResNet-18 + RF AUC 0.964 · F1 0.923 PyTorch · OpenCV
MedAI Amyloid Brain amyloid detection · 🏆 Hackathon 3rd Place CNN + Transfer Learning PyTorch
Hospital Readmission 30k patient records · $41M projected savings RF + SHAP + SMOTE scikit-learn
Learning Difficulty 36 models · 9 algorithms · NHIS 2024 XGBoost best R · caret
Jet Engine RUL NASA C-MAPSS predictive maintenance AUC 0.945 · R²=0.50 R · Python
MBTA Community Boston subway graph analytics Modularity 0.81 Python · NetworkX
V2X Network Wireless V2X performance analysis R²=0.869 R · Python

📊 Research Highlight

DXY Intraday Strategy Research — Best strategy achieved $318.80 from $100 over 15 years (2010–2025) vs. $121.72 buy-and-hold. Sharpe 1.06 vs. 0.22. Tested at 0, 1, and 2 bps costs. Accepted: Traders Magazine.

🌐 Portfolio: RyanSingh0.github.io 📧 Email: araj7042@gmail.com 💼 LinkedIn: aryan-meena-32685415a 📍 Boston, MA — open to any US location + remote 🇺🇸 OPT authorized (STEM, 3 years — no sponsorship required immediately)

Popular repositories Loading

  1. hello-world hello-world Public

    learning github

  2. RyanSingh0 RyanSingh0 Public

  3. dxy-fx-strategies dxy-fx-strategies Public

    24 intraday trading strategies on DXY & 6 FX pairs · 15-year backtest (2010–2025) · Best: +219% vs +22% B&H · Sharpe 1.06 · Traders Magazine (est. 1982)

    Jupyter Notebook

  4. wikiflow wikiflow Public

    Distributed ML pipeline on GCP · 1.16M Wikipedia editors · 25 GB · PySpark RDDs · Elephas DNN AUC 0.909

    Python

  5. drowsiness-detection drowsiness-detection Public

    4-stage CV + ML pipeline for real-time driver drowsiness detection · ROC-AUC 0.964 · F1 0.923 · PyTorch · RetinaFace · ResNet-18 · Random Forest

    Jupyter Notebook

  6. hospital-readmission hospital-readmission Public

    ML pipeline predicting 30-day hospital readmissions · 30k records · Random Forest + SMOTE + SHAP · $41M projected savings · ROI 2,761%