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• AI Engineer with hands-on experience in deep learning, computer vision, and LLM systems. Built production ML pipelines using PyTorch and HuggingFace on HPC infrastructure. Ranked 57th globally on KiTS19 medical imaging benchmark.

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Machine Learning Engineer - 3D Medical Image Segmentation

KiTS19 Challenge

Oct 2024 - June 2025

Independent ML Research

• Achieved 0.9129 Dice score and ranked 57th globally on official KiTS19 leaderboard for kidney and tumour segmentation from 3D CT scans.

• Implemented nnU-Net pipeline with systematic hyperparameter optimisation on Nvidia H200 GPUs; published technical report with ablation studies.

AI Engineer - Full-Stack LLM Application

Production

Jan 2025 - June 2025

Independent Development

• Built production conversational AI with RAG pipeline, streaming responses, and persistent context using TypeScript, Svelte, and PostgreSQL.

• Integrated OpenAI GPT API with security middleware including rate limiting, input validation, and comprehensive test coverage.

Machine Learning Engineer - Satellite Image Segmentation

Remote

Sept 2024 - Dec 2024

Kaggle Competition

• Achieved 0.71 IoU on 97 percent imbalanced dataset by implementing U-Net from scratch (31M parameters) with Dice and Focal loss.

• Parallelised training on CUDA-enabled HPC cluster; applied morphological post-processing for boundary refinement.

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Neural Networks Zero to Hero

• Built micrograd, makemore, and nanoGPT from scratch following Karpathy curriculum; implemented backpropagation and transformers in PyTorch.

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Deep Learning: PyTorch, TensorFlow, HuggingFace, nnU-Net, U-Net, CNNs, LLMs, RAG

ML Engineering: Python, CUDA, HPC (H200/A200), Distributed Training, Hyperparameter Tuning

LLM and GenAI: LangChain, LangGraph, OpenAI API, Prompt Engineering, Fine-tuning

MLOps: Docker, AWS, Azure, Git, CI/CD, Experiment Tracking

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University of New South WalesSydney, Australia

Feb 2021 - Sept 2025

Bachelor of Computer Science (AI), Minor Mathematics

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AWS Solutions Architect (SAA-C03)

Jan 2026 - Feb 2026

Amazon Web Services

AI Agents Course

Jan 2026 - Jan 2026

Hugging Face