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Portfolio

Production systems, ML platforms, and data infrastructure.

ML Systems

1st Place AIM Night 202523.7M road segments64-vCPU geospatial pipeline

AcciNet: Statewide Crash Risk Intelligence

End-to-end geospatial ML system for scoring crash risk across 23.7M Texas road segments using weather, lighting, and road-geometry features.

Geospatial MLXGBoostPostGISVertex AIFastAPIMapLibre
DemoCase study

NLP / Computer Vision

98.2% accuracy97.8 macro-F15 crisis classes

Atlas Alert

Crisis tweet classification system using pretrained transformer encoders to route disaster signals across five emergency classes.

TransformersCT-M3PyTorchHugging FaceNLP
Case study

NLP / Computer Vision

2.6M parametersPAN/FPN neckNMS post-processing

Road Object Detection

YOLOv11-style computer vision detector for road-scene object recognition with a compact 2.6M-parameter model and real-time demo playback.

YOLOPyTorchComputer VisionBDD100KObject Detection
Demo video

ML Systems

20M games16K Q-values-0.2525% avg return

Blackjack RL Agent

Reinforcement learning agent that combines tabular Q-learning with true-count state features across 20M simulated blackjack games.

Reinforcement LearningQ-LearningSimulationPythonCard Counting
Case study

Technical Experiments

React runtime discoveryrequestAnimationFrame kernelShadow DOM mod menu

Entity Kernel: Tanki Online Browser Cheat Client

JavaScript userscript cheat client and runtime mod menu for Tanki Online, built around React runtime discovery, dynamic object graph traversal, cached pointers, and a Shadow DOM control panel.

JavaScriptUserscriptsBrowser InternalsReact InternalsReverse EngineeringShadow DOM

Data Engineering & Lakehouses

Bronze/Silver/GoldStreaming ingestionUnity Catalog

MeterLake

Production-style Databricks lakehouse for SaaS metering and billing analytics across Bronze, Silver, and Gold Delta layers.

DatabricksDelta LakePySparkSQLAuto Loader
Case studyGitHub

ML Systems

18% accuracy liftNext.js dashboardReal-time API

EcoTrack

Energy forecasting dashboard using LSTM models and stacked ensembles to predict residential consumption.

PyTorchLSTMXGBoostLightGBMFlask
DemoGitHub

Backend / Systems

1st place ACM ProjectsMVP18 teams

ShareSched

OCR-driven university scheduling app with ScheduleGPT, grade distribution intelligence, and real-time sync.

FlutterFirebaseOpenAI APICloud VisionNebula API
DemoGitHub

ML Systems

3rd place ACM Symposium6 environmentsTensorBoard/W&B

Atari DQN Agent

Deep Q-Network training system for six Atari environments with replay buffers, target networks, and GPU-backed experiments.

PyTorchDeep RLCNNGoogle Cloud GPUsW&B
Case studyGitHub