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I shake hands with my own shadows to see where it all went wrong
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I shake hands with my own shadows to see where it all went wrong
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VenuBandi/README.md

Typing SVG

Venu Bandi

MS Data Science · UMBC

LinkedIn CDC Live Map Profile views

Stack

Python PyTorch scikit-learn Apache Spark FastAPI Docker CoreML OpenCV

Currently Building

✈️ FlightOps AI

Real-time flight delay recovery decision support for airline operations — built for dispatchers who need actionable answers in under a second.

Metric Result
Prediction accuracy MAE 8.3 min
On-device inference 0.15 ms CoreML
AI models integrated 22 across 7 providers
Airlines covered F9 · UA · WN
Training data 2023–2025 BTS (federal)

R7 ensemble · LGB + Neural · Conformal prediction intervals · iOS app

LightGBM PyTorch CoreML FastAPI Supabase PySpark

Featured Projects

FlightOps AI — real-time flight delay recovery, MAE 8.3 min, CoreML 0.15ms CDC Chronic Health Risk — R² 0.86-0.98 across 73k census tracts Structural Crack Detection — 92.5% accuracy, 0.848 recall, EfficientNet-B0 Silent Signal — emergency gesture recognition, Danger F1 0.91, 2563 FPS Histopathologic Cancer Detection — ROC-AUC 0.9625, DenseNet121 Gaming Stock Prediction — R² 0.9629, 334k rows, PySpark GBT Jarvis Assistant — always-on macOS AI, multi-brain routing, risk-tiered W.E.B Anomaly Detection — SSD-Mobilenet-v2 on Jetson, live alerts



Popular repositories Loading

  1. spiderman-anomaly-detection spiderman-anomaly-detection Public

    Real-time object-based anomaly detection on NVIDIA Jetson with a Spiderman-themed monitoring dashboard

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  2. real-time-gesture-recognition-system real-time-gesture-recognition-system Public

    V1 gesture recognition prototype — 2-class LSTM on MediaPipe hand keypoints, predecessor to silent-signal

    Jupyter Notebook

  3. Keypoints_spidy_vision Keypoints_spidy_vision Public

    Real-time human keypoint detection on NVIDIA Jetson — edge AI inference streamed to a live Flask dashboard

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  4. silent-signal-gesture-recognition silent-signal-gesture-recognition Public archive

    Original college version of silent-signal — Motion BiLSTM emergency gesture recognition, 9 classes

    Jupyter Notebook

  5. cdc-chronic-health-risk cdc-chronic-health-risk Public

    ML pipeline predicting chronic disease rates across 73k+ US census tracts — R²>0.90 — interactive map

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  6. structural-crack-detection structural-crack-detection Public

    Deep learning for automated crack detection in infrastructure — EfficientNet-B0 achieves 92.5% accuracy on SDNET2018

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