Gary Beane
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Curriculum Vitae

Scientist | Builder | Systems Thinker

Physicist-turned-technologist with PhD in Materials Science. Strong background in scientific methodology, experimental design, and statistical analysis applied to solving real-world problems.

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Education & Certifications

PhD Materials Science — University of Melbourne (2010–2014)
Commonwealth PhD Scholarship recipient

Google Advanced Data Analytics (2024)
Professional Certificate in Advanced Data Analytics

BSc Chemistry & Mathematical Physics — University of Melbourne
First Class Honours


Current Focus

Building: Aani AI platform (beta release) • pytmat scientific computing • Sensor intelligence pipelines


Consulting: Data pipeline architecture • Sensor intelligence & IoT • Computer vision systems

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Technical Skills

Machine Learning & AI
PyTorch • TensorFlow • Hugging Face • OpenCLIP • Stable-Baselines3 • FastAI • Scikit-learn

Data Science & Analytics
Python • SQL • Pandas • NumPy • Statistical Analysis • A/B Testing • Experimental Design

Software Engineering
Rust • Docker • Git • CI/CD • AWS • FastAPI • Flask

Research & Scientific Computing
Experimental design • Signal processing • Numerical methods • Optical physics

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Professional Experience

FLEET Research Fellow — Monash University (2018–Present)
Led research projects • Built ultrafast laser optics laboratory • Co-supervised PhD students • Managed faculty-wide research symposia

Postdoctoral Research Fellow — University of Notre Dame (2016–2018)
Designed Fourier imaging microscope • Published high-impact papers • Supervised PhD student

Postdoctoral Research Fellow — UC Merced (2014–2016)
Published research on quantum dot photophysics • Supervised graduate students • Managed laboratory operations

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Featured Projects

pytmat — Transfer Matrix Optics Package

42K+ downloads • Published on PyPI

RL Portfolio — Reinforcement learning
PPO, DQN implementations • Deployed on Hugging Face Spaces

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Connect

Email: gbeane66@gmail.com

LinkedIn: linkedin.com/in/gary-beane

GitHub: github.com/gbeane66

Google Scholar: scholar.google.com/citations?user=DdumthMAAAAJ

Publications: 1000+ citations • High-impact journals including Advanced Materials, ACS Nano

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