Projects

Case Studies

Selected case studies from the past decade of consulting work.

2023

Self-Supervised Graph Neural Networks for Blockchain Analytics

Built end-to-end GNN pipelines for Cardano (500M+ nodes) and Ethereum (3B+ nodes), producing unsupervised node embeddings that power entity resolution, Sybil detection, wallet profiling, and token analysis, all without labeled data.

Graph Neural NetworksPyTorch GeometricRustSelf-Supervised LearningCardanoEthereum

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2021

unsigned_algorithms

Conceived, programmed, and launched the first algorithmically generated on-chain art on Cardano. 31,119 NFTs curated from 50M+ parameter combinations, generating ~$1.6M in revenue.

Generative ArtPythonCardanoNFTOn-chain

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2021

The Perfect NFT

Designed and launched a 100% on-chain blockchain art performance featuring a novel self-perpetuating auction mechanism with programmatically generated owner fingerprints, generating ~$100K from royalties alone.

Blockchain ArtMechanism DesignCardanoOn-chain

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2021

Suntory Global AI/ML Forecasting

Developed AI/ML forecasting and strategic models across Suntory's global operations, applied to flagship brands including Jim Beam, Maker's Mark, Courvoisier, Yamazaki, and Hibiki.

AI/MLForecastingPythonCPG

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2020

Showroom AI Recommendation System

Built a recommendation system and enhanced product features using AI for Showroom, self-teaching PyTorch, ONNX, and FastAI, then mentoring colleagues and deploying serverlessly on AWS Lambda.

PyTorchONNXAWS LambdaRecommendation Systems

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2018

Godrej Industrial Robotics & Aerospace Fabrication

Led technology and automation at Godrej's innovation center, developing novel robotic fabrication methods for aerospace clients (ISRO, Boeing, Rolls Royce, Safran) and introducing cobots to the organization.

RoboticsAerospaceIIoTCobotsManufacturing

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