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Education
Bilkent University
Master of Science in Electrical and Electronics Engineering
Ankara, Türkiye | Jul 2024 - 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 | Sep 2019 - Jul 2024
- Grade: 3.60/4.00
- Advisor: Assoc. Prof. Dr. Elif Vural
Ankara Science High School
High School Diploma in Science
Ankara, Türkiye | Sep 2015 - Jun 2019
- Grade: 97.19/100
Research experience
Türk Telekom (6G R&D Laboratory)
Research Engineer
Ankara, Türkiye | Jan 2026 - Present
- Conduct machine learning research on traffic forecasting and resource management for 5G-and-beyond networks.
- Develop transformer-based routing and selection methods: over expert models for speech-to-text, over input features for sequential regression, and over foundation time-series models for forecasting.
UCLA (Ozcan Research Group, Prof. Dr. Aydogan Ozcan)
Summer Intern
Los Angeles, CA, USA | Jul 2023 - Sep 2023
- Investigated diffusion models for biomedical image restoration, running an extensive experimental comparison of denoising and reconstruction pipelines.
- Contributed to the fabrication and testing of 3D-printed diffractive layers for an all-optical image denoiser, published in Light: Science & Applications.
METU (Assoc. Prof. Dr. Elif Vural's Research Group)
Undergraduate Researcher
Ankara, Türkiye | Sep 2022 - Jul 2024
- Co-authored a unified covering-number analysis of generalization and sample complexity for semi-supervised domain adaptation, and built the experimental program confirming its central prediction — quadratic growth in network depth and width — for both MMD-based and adversarial models.
TÜBİTAK SAGE (Image Processing Division)
Summer Intern
Ankara, Türkiye | Aug 2022 - Sep 2022
- Built a MATLAB tool for bad-pixel detection in infrared seeker calibration images, streamlining the division's manual inspection workflow.
- Explored image-stitching approaches for extending the division's robustness-analysis pipeline.
METU (Communication Networks Group, Prof. Dr. Elif Uysal)
Undergraduate Researcher
Ankara, Türkiye | Jul 2021 - Sep 2022
- Surveyed age-aware random access schemes for LoRa/LoRaWAN, and won 3rd place at METU EEE STAR undergraduate research program.
- Assisted in deploying a campus-wide LoRaWAN testbed at METU.
Publications
Hierarchical Ensemble-Based Feature Selection for Time Series Prediction
Karaca, H., Tumay, A., Koc, A.T., Kozat, S.S.
Soft Gradient Boosting with Learnable Feature Transforms for Sequential Regression
Karaca, H., Kozat, S.S.
All-Optical Image Denoising Using a Diffractive Visual Processor
Işıl, Ç., Gan, T., Ardic, F.O., Mentesoglu, K., Digani, J., Karaca, H., Chen, H., Li, J., Mengu, D., Jarrahi, M., Akşit, K., Ozcan, A.
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
A Unified Analysis of Generalization and Sample Complexity for Semi-Supervised Domain Adaptation
Vural, E., Karaca, H.
Teaching experience
Bilkent University
Graduate Teaching Assistant
Ankara, Türkiye | Jul 2024 - Present
Lead laboratory sessions and recitations; grade reports and quizzes; review lab manuals.
Courses:- EEE321 Signals and Systems (Fall 2024)
Coordinator: Prof. Dr. L. Onural
- EEE321 Signals and Systems (Spring 2025)
Coordinator: Prof. Dr. B. Barshan
- EEE321 Signals and Systems (Fall 2025, Spring 2026, Fall 2026)
Coordinator: Prof. Dr. H. Özaktaş
Middle East Technical University
Undergraduate Teaching Assistant
Ankara, Türkiye | Oct 2023 - Jun 2024
Assisted in preparing lecture notes and organized monthly recitation sessions.
Courses:- EE201 Circuit Theory I (Fall 2023)
Coordinator: Prof. Dr. Ç. Candan
- EE224 Electromagnetic Theory (Spring 2024)
Coordinator: Prof. Dr. G. Dural
Skills
Programming: Python, MATLAB, LaTeX
ML & Data: PyTorch, scikit-learn, LightGBM, Nixtla, sktime, Hydra, Weights & Biases
Software: Siemens NX, LTspice, WordPress, Quartus II, ModelSim, Simulink
Hardware: Oscilloscope, FPGA, SDR
Spoken Languages: Turkish (Native), English (C1), Persian (A2)
Achievements and honors
Fellowships and Scholarships
- Fulbright Scholarship (selected as principal Ph.D. nominee for the 2027–28 cohort) (Sep 2026)
- ICT Authority of Türkiye (BTK) 5G and Beyond Graduate Research Fellowship (Oct 2025)
- Turkish National Science Foundation Graduate Scholarship (2210-A) (Sep 2024)
- Turkish National Science Foundation Grant for Scientific Activities Abroad (2224-D) (Jun 2023)
- Turkish National Science Foundation Undergraduate Scholarship for Science Olympiad medalists (2205) (Sep 2019)
- Presidential Merit Scholarship and İş Bank Golden Youth Award (for the top 100 and 30 in the YKS) (Sep 2019)
Research Awards
- 3rd Place, METU EEE STAR Undergraduate Research Competition, for “Towards Age-Aware LoRa” (Jun 2022)
National Examinations
- Ranked 24th of 2.6 million candidates (top 0.001%) in the National University Entrance Examination (YKS) (Jul 2019)
- Ranked 1st of 1.4 million candidates (perfect score) in the National High School Entrance Examination (TEOG) (Aug 2015)
Physics Olympiads
- Bronze Medal (16th nationwide), TÜBİTAK National Physics Olympiad (Feb 2018)
- Turkish national team, Asian Physics Olympiad 2017 (Russia) and European Physics Olympiad 2017 (Estonia) (May 2017)
Activities and interests
Cycling
Board Member, METU Cycling Team | Oct 2021
- Represented METU in intercollegiate road and mountain bike races.
- Organized weekly training rides and introductory sessions for newcomers.
Trekking and Camping
| Jul 2018
- Completed two long-distance treks (200 km in total) on the Ancient Lycian Way.
- Organized full-moon night hikes and camping trips in Cappadocia.
Student Council President
Ankara Science High School | Oct 2016
- Organized the annual spring festival and school-wide year-end events for three consecutive years.
- Founded a book society and led its weekly book review meetings.
Hobbies
- Reading and pour-over coffee brewing.