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Education

Bilkent University
Master of Science in Electrical and Electronics Engineering
Ankara, Türkiye | 2024-07 - present
  • Grade: 3.87/4.00
  • Advisor: Prof. Dr. Süleyman Serdar Kozat
  • Thesis topic: Ensemble learning and feature selection methods for time-series forecasting

Middle East Technical University
Bachelor of Science in Electrical and Electronics Engineering
Ankara, Türkiye | 2019-09 - 2024-07
  • Grade: 3.60/4.00
  • Advisor: Assoc. Prof. Dr. Elif Vural
  • Capstone Project: A smart monitor to keep track of vitals and sleep patterns of the baby.

Ankara Science High School
High School Diploma in Science
Ankara, Türkiye | 2015-09 - 2019-06
  • Grade: 97.19/100
  • Attended physics olympiads and won the bronze medal.
  • Elected as the student council president.

Research experience

UCLA (The Ozcan Research Group)
Summer Intern
Los Angeles, CA, USA | 2023-07 - 2023-09
  • Studied diffusion models for biomedical images under the supervision of Prof. Dr. Aydogan Ozcan.
  • Helped the preparation of 3D printed diffractive layers for an all-optical image denoiser network.

METU (Dr. Elif Vural's Research Group)
Undergraduate Researcher
Ankara, Türkiye | 2022-09 - 2024-07
  • Studied sample complexity of domain adaptation of different deep learning architectures.
  • Performed regular neural network trainings with PyTorch to test novel theoretical bounds.

TUBITAK SAGE (Image Processing Division)
Summer Intern
Ankara, Türkiye | 2022-08 - 2022-09
  • Studied on bad pixel detection and wrote a MATLAB code that simplifies the examination of calibration images.
  • Improved robustness analysis algorithms by performing stitching on real seeker images.

METU (Communication Networks Group)
Undergraduate Researcher
Ankara, Türkiye | 2021-07 - 2022-09

Advisor Prof. Dr. Elif Uysal

  • Studied age-aware random access for LoRa - LoRaWAN protocols.
  • Employed a LoRaWAN network at the METU campus.

Publications

Hierarchical ensemble-based feature selection for time series prediction
Karaca, H., Tumay, A., Koc, A.T., Kozat, S.S.
Digital Signal Processing, 2026 | DOI: 10.1016/j.dsp.2025.105528

A Unified Analysis of Generalization and Sample Complexity for Semi-Supervised Domain Adaptation
Vural, E., Karaca, H.
arXiv preprint, 2025 | DOI: 10.48550/arXiv.2507.22632

Soft Gradient Boosting with Learnable Feature Transforms for Sequential Regression
Karaca, H., Kozat, S.S.
IEEE Signal Processing Letters, 2024 | DOI: 10.1109/LSP.2025.3639345

All-optical image denoising using a diffractive visual processor
Isil, C., Gan, T., Ardic, F.O., Mentesoglu, K., Digani, J., Karaca, H., Chen, H., Li, J., Mengu, D., Jarrahi, M., Aksit, K., Ozcan, A.
Light: Science \& Applications, 2024 | DOI: 10.1038/s41377-024-01385-6

An Experimental Study of the Sample Complexity of Domain Adaptation
Karaca, H., Akgul, O., Arslan, O.F., Aydemir, A.C., Aydin, F.S., Unsal, E.A., Vural, E.
IEEE Signal Processing and Communications Applications (SIU), 2023 | DOI: 10.1109/SIU59756.2023.10223790

Teaching experience

Bilkent University
Graduate Teaching Assistant
Ankara, Türkiye | 2024-07 - present

Guided students during laboratory sessions, graded reports and quizzes, organized recitations.

Courses:
  • EEE321 Signals and Systems (Fall 2024)

    Guiding and evaluating students during laboratory sessions, grading reports and quizzes.

    Coordinator: Prof. Dr. Levent Onural

  • EEE321 Signals and Systems (Spring 2025)

    Guiding and evaluating students during laboratory sessions, grading reports and quizzes.

    Coordinator: Prof. Dr. Billur Barshan

  • EEE321 Signals and Systems (Fall 2025, Spring 2026)

    Organized recitations to reinforce core lecture topics. Reviewed and refined lab manuals and quizzes for suitability.

    Coordinator: Prof. Dr. Haldun Özaktaş


Middle East Technical University
Undergraduate Teaching Assistant
Ankara, Türkiye | 2023-10 - 2024-06

Assisted the preparation of lecture notes, organized monthly recitations.

Courses:
  • EE201 Circuit Theory I (Fall 2023)

    Assisted the preparation of lecture notes.

    Coordinator: Prof. Dr. Çağatay Candan

  • EE224 Electromagnetic Theory (Spring 2024)

    Organized monthly recitations.

    Coordinator: Prof. Dr. Gülbin Dural

Skills

Languages: Turkish (Native), English (C1), Persian (A2)

Programming: PyTorch, Python, MATLAB, LaTeX, Scikit-learn, Nixtla, Sktime

Software: Siemens NX, LTspice, Wordpress, Quartus II, Modelsim, Simulink

Hardware: Oscilloscope, FPGA, SDR

Achievements and honors

Research Awards
  • ICT Authority of Türkiye 5G and Beyond Graduate Research Fellowship (10/25)
  • METU EEE STAR Departmental Undergraduate Research Program 3rd Place Award (06/22)
  • The Sci. Tech. Res. Council of Türkiye National Graduate Scholarship Program (2210-A) (09/24)
  • The Sci. Tech. Res. Council of Türkiye Scientific Activities Abroad Support Program (2224-D) (06/23)
National Examinations
  • Placed 24th among 2.6M participants in National University Entrance Examination (YKS) (07/19)
  • Placed 1st among 1.4M participants in National High School Entrance Examination (TEOG) (08/15)
Physics Olympiads
  • Bronze medalist in National Physics Olympiads (02/18)
  • Represented Turkey in Asian and European Physics Olympiads held in Russia and Estonia. (05/17)
  • The Sci. Tech. Res. Council of Türkiye Undergraduate Scholarship Program (2205) (09/19)

Extracurricular activities

Trekking and Camping
| 2018-07
  • Participated in two trekking tours (200km) on the Ancient Lycian Way.
  • Organized midnight full moon walks and camps in Cappadocia.

Cycling
Board Member at METU Cycling Team | 2021-10
  • Represented METU in intercollegiate mountain and road bike races.
  • Organized weekly trainings and rides for the newcomers.

Student Council Presidency
Ankara Science High School | 2016-10
  • Organized a spring festival and ``Happy New Year!'' party (three years in a row).
  • Designed and sold printed hoodies for the Class of 2019.
  • Founded a book society and organized weekly book review meetings.