Ata Berk Öztürk

Physics engineer · Computational materials

I calculate what materials do before anyone builds them.

I just started an M.Sc. in Physics Engineering at Ankara University. My B.Sc. thesis used machine learning to predict magnetism in 2D materials, and in the research group I run DFT calculations with VASP on Slurm clusters.

Electronic structure

Band structure

Band structures along Γ–M–K–Γ, run with VASP and Quantum ESPRESSO. Adding a halogen to a Janus surface shifts the bands and changes the band gap. That change is what the project studies.

E_FΓMKΓEnergy (eV)
Magnetism

Magnetic order

My B.Sc. thesis asked how far composition alone predicts magnetic ordering in 2D materials. I merged the C2DB and V2DB databases into 141,171 unique compositions and trained a gradient boosting classifier on them.

141,171
Compositions
0.986
ROC-AUC
90.6%
Recall
Selected work

Integration of PAW-Based DFT Data with Machine Learning for the Prediction of 2D Magnetic Material Candidates

Predicting magnetic ordering in 2D materials from chemical composition. C2DB and V2DB merged into 141,171 compositions, gradient boosting, ROC-AUC 0.986 and 90.6% recall on the magnetic class. Poster award at the department's thesis presentations (January 2026).

Python · scikit-learn · pymatgenB.Sc. thesisupdated 8 Oct 2026 · ★ 3GitHub ↗

DFT HPC Toolkit

Slurm templates, convergence scans and VASP / Quantum ESPRESSO output parsers I use on clusters, plus the AUSURF112 scaling benchmark from my HPC internship. Standard-library Python, so it runs on login nodes.

Python · Slurm · VASP · QEToolsupdated 1 Oct 2026GitHub ↗

Quantum harmonic oscillator in the browser

Solves the 1D Schrödinger equation numerically and plots the energy levels and wavefunctions live. Works for the harmonic oscillator, infinite and finite wells, a double well and any potential you type in. The first five levels match the analytic (n + ½)ħω.

JavaScript · math.js · function-plot · KaTeXPhysics toolLive demo ↗

Halogen-functionalised Janus monolayers

A completed TÜBİTAK 2209-A project on XSSe (X = Sn, Ti): structure models and DFT calculations of the electronic and optical properties. Presented as a poster at the 29th Condensed Matter Physics Ankara Meeting (Hacettepe University, December 2024) and at the Ankara University 80th Anniversary Student Projects Congress (June 2026).

VASP · DFTResearcher

Fish length estimation

Length and weight of fish from camera images, aimed at trout farms: YOLO detection, length along the mask's principal axis, then W = aL^b. The measurement code is tested; the detector has only seen a public reef-fish dataset so far.

Python · OpenCV · YOLOIn progressupdated 1 Oct 2026 · ★ 1GitHub ↗

All repositories on GitHub ↗

Experience

Experience and education

2026 –

M.Sc. Physics Engineering

Ankara University · just started
2024 –

Researcher

Computational Condensed Matter Physics Group, Ankara University

DFT calculations on two-dimensional materials, focused on electronic and magnetic properties and on the data side of materials analysis.

2025

Intern

Institute of Nuclear Sciences, Ankara University

Nuclear-science computing environments; compiling and running Geant4 and ROOT on Linux.

2025

Engineering Intern

EDULINE IT

Rocky Linux HPC environments, node and core benchmarking, custom-compiled scientific software stacks.

2022–26

B.Sc. Physics Engineering

Ankara University · English track
Toolkit

Tools I use

Physics software

  • VASP
  • Quantum ESPRESSO
  • VASPKIT
  • VESTA
  • Geant4
  • ROOT
  • ANSYS Zemax

Programming and data

  • Python
  • NumPy
  • pandas
  • SciPy
  • scikit-learn
  • MATLAB
  • C++
  • Qiskit

HPC and systems

  • Linux
  • Slurm
  • OpenHPC
  • Docker
  • Bash
  • Git
  • LaTeX
Training
ARCHER2 HPC Driving LicenceHigh performance computing
QBronzeQuantum computing · Qiskit
NUMESYS Optical CampANSYS Zemax · Speos
Defence Industry AcademyCareer and competency programs

Contact

I live in Ankara. Open to roles in computational science, materials modelling and high performance computing.

In my free time I produce electronic music.

ataberk.ozturk.eng@outlook.com →