projects/

Things I've Built

From Kaggle competition solutions to production ML systems serving millions of interactions.

LLM ResearchApplied AINLPApple

ML Research & Applied AI at Apple

Split between ML research (LLM generalization, knowledge representation, model robustness) and production AI systems (multi-agentic architectures, generative AI, safety frameworks) serving millions of users.

PyTorch1D CNNSignal ProcessingKaggle

GWNET — Gravitational Wave Detection

End-to-end 1D CNN architecture for detecting gravitational waves directly from raw interferometer time-series data. Gold medal winning Kaggle solution and published research paper.

NLPReal-time MLPatentLevelAI

Dynamic Intent Detection System (US Patent)

US-patented system for real-time intent detection from customer-agent interactions, adaptable to client modifications without retraining. Surpasses traditional static models.

LLMsFine-tuningMixtralLevelAI

LLM-based Contact Center Autoscoring

Fine-tuned Mixtral-7B to autoscore contact center agents by answering diverse rubric questions in zero-shot. Scaled across all clients at LevelAI.