Applied machine learning in photovoltaics and medical imaging, moving toward the systems side of ML: efficient inference, serving, and multi-agent architectures.
Arifuzzaman Joy · Email · Scholar · ORCID · ResearchGate · CV (PDF)
I'm applying to Master's programs in computer science and machine learning systems. My published work is applied ML in two domains with the same instinct behind both: take a physical system that's slow or expensive to measure, and learn a model of it good enough to search. Seven peer-reviewed papers, four of them Q1, 75+ citations, one as first author.
What I want next is the systems side of ML rather than the applications side. Efficient inference and serving, multi-agent architectures, and the memory and scheduling problems that appear when models meet real hardware. That's not a new interest. I've contributed to a KAIST lab's LLM-serving simulator, and my extension of an ICML Spotlight paper was adopted into the authors' own repo. My electrical engineering training is why I find these problems legible.
| Numerical studies on a ternary AgInTe₂ chalcopyrite thin-film solar cell first author | Heliyon · Q1, IF 4.0 · 2023 |
| ML-assisted revelation of the best-performing single heterojunction thermophotovoltaic cell | Sust. Energy Tech. & Assess. · Q1, IF 7.1 · 2025 |
| ML-enabled performance exploration of AuCuSe₄ in a thermophotovoltaic cell | Solar Energy · Q1, IF 6.0 · 2024 |
| Open-source transformers in medical imaging brain MRI, 99.6% accuracy | IJACSA · Q2 · 2024 |
| Numerical prediction of PV performance of a CZTS-based thin-film solar cell | Nano Select · Q2 · 2023 |
Two further papers in PV simulation and speech processing are indexed on Scholar and not yet listed here. Quartiles follow the latest JCR/Scopus release and vary by database and subject category.
Research Assistant, University of Rajshahi (AI & Solar Energy Laboratory), March 2022 to May 2023. Applied neural networks to thermophotovoltaic efficiency optimization, improving efficiency by 18%. That work produced four Q1 journal publications.
B.Sc. in Electrical & Electronic Engineering, University of Rajshahi, 2017 to 2020.
If my interests line up with your group, email me and I'll send a longer statement. The CV is here, no request needed.
Looking to hire rather than admit? My contract and infrastructure work is on the main page.