Hedi Elfkir - AI Engineer

Q: Where is Hedi based?

Hedi is based in Ankara, Turkey .

Q: What languages does Hedi speak?

Hedi speaks the following languages: Arabic (Native), French (Native), English (Advanced), Turkish (Advanced) .

Q: How many years of experience does Hedi have?

Hedi has at least 4 years of experience. During this time, Hedi has worked in at least 4 different roles and for 5 different companies . The average length of individual experience is 1 year and 9 months . Note that Hedi may not have shared all experience and actually has more experience.

Q: What is Hedi's latest experience?

Hedi's most recent position is AI Engineer at Oteo Teknoloji .

Q: What companies has Hedi worked for in recent years?

In recent years, Hedi has worked for Oteo Teknoloji , Koç University , Titra Teknoloji , Hacettepe University , and Launchpad AI .

Q: Which industries is Hedi most experienced in?

Hedi is most experienced in industries like Healthcare , Education , and Information Technology (IT) .

Q: Which business areas is Hedi most experienced in?

Hedi is most experienced in business areas like Research and Development (R&D) , Information Technology (IT) , and Product Development .

Q: What is Hedi's education?

Hedi holds a Bachelor in Computer Engineering from Hacettepe University .

Q: What is the availability of Hedi?

Hedi is immediately available full-time for suitable projects.

Recommended expert

Ankara, Turkey

Experience

Dec 2024 - Present

1 year 3 months

Ankara, Turkey

AI Engineer

Oteo Teknoloji

Shipped a high-throughput video analytics platform handling 300+ surveillance streams (YOLO, MMDetection), ingesting 2TB+ daily with 24/7 reliability.
Served TensorRT-optimized models via NVIDIA Triton with dynamic batching; sub-100ms latency behind Dockerized REST services.
Instrumented Prometheus/Grafana dashboards (GPU utilization, throughput, tail latency) to reduce downtime by 40%.
Built SAM2+CVAT annotation workflow for rapid dataset bootstrapping from long-form video.
Led clinician-in-the-loop prototyping for CTA aneurysm detection; managed experiments on a self-hosted MLflow.

Jul 2022 - Sep 2022

3 months

Research Fellow

Koç University

Introduced DINO-based ViT matching loss for Pix2Pix, achieving 20% faster convergence with improved fidelity.

Apr 2022 - Jun 2024

2 years 3 months

Ankara, Turkey

AI Engineer — TÜBİTAK 1501: Brain MR

Titra Teknoloji

Customized ResUNet++ for volumetric segmentation on 3D TOF-MRA; pipelines with PyTorch, MONAI, TorchIO.
Standardized MR processing with NiBabel, SimpleITK, MedPy (normalization, resampling, skull stripping).
Trained with AMP and cross-validation; achieved 85% sensitivity with 0.4 false positives per patient.
Experiment tracking and hyperparameter tuning via TensorBoard and Weights & Biases.

Mar 2022 - Jun 2024

2 years 4 months

Research Fellow

Hacettepe University

ST360IQ: Spherical ViT-based no-reference IQA for 360°; PLCC up to 0.98, SRCC up to 0.97; ATSAL integration boosted metrics +2–3%, -20% runtime.
LGT360IQ: Local–global transformer with adaptive token selection; -17M params, +2% PLCC/SRCC across multiple benchmarks.

Sep 2021 - Dec 2021

4 months

San Francisco, United States

AI Engineer Intern — Spine Implant Classification

Launchpad AI

Built DETR-based localize+CNN classify pipeline in PyTorch for implant identification from X-rays; reduced manual workload by 43%.
Robust preprocessing using OpenCV/Albumentations; reporting with TensorBoard/Jupyter.

Industries Experience

See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.

Experienced in Healthcare (3.5 years), Education (2.5 years), and Information Technology (1 year).

Healthcare

Education

Information Technology

Business Areas Experience

The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.

Experienced in Information Technology (3.5 years), Product Development (3.5 years), and Research and Development (3.5 years).

Information Technology

Product Development

Research and Development

Skills

Programming: Python, C++, Java
Mlops: Docker, Nvidia Triton, Tensorrt, Rest Apis
Ml/dl: Pytorch, Tensorflow, Monai, Torchio, Vision, Mlflow, Tensorboard, W&b
Transformers/detection: Transformers, Yolo, Mmdetection
Ops/monitoring: Prometheus, Grafana
Cv/imaging: Opencv, Simpleitk, Nibabel, Medpy, 3d Slicer, Cvat, Sam2

Languages

Arabic

Native

French

Native

English

Advanced

Turkish

Advanced

Education

Sep 2020 - Jun 2024

Hacettepe University

B.Sc. in Computer Engineering · Computer Engineering · Ankara, Turkey · 3.55/4.00

Profile

Created

November 2025

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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Hedi based?

Hedi is based in Ankara, Turkey.

What languages does Hedi speak?

Hedi speaks the following languages: Arabic (Native), French (Native), English (Advanced), Turkish (Advanced).

How many years of experience does Hedi have?

Hedi has at least 4 years of experience. During this time, Hedi has worked in at least 4 different roles and for 5 different companies. The average length of individual experience is 1 year and 9 months. Note that Hedi may not have shared all experience and actually has more experience.

What roles would Hedi be best suited for?

Based on recent experience, Hedi would be well-suited for roles such as: AI Engineer, Research Fellow, AI Engineer — TÜBİTAK 1501: Brain MR.

What is Hedi's latest experience?

Hedi's most recent position is AI Engineer at Oteo Teknoloji.

What companies has Hedi worked for in recent years?

In recent years, Hedi has worked for Oteo Teknoloji, Koç University, Titra Teknoloji, Hacettepe University, and Launchpad AI.

Which industries is Hedi most experienced in?

Hedi is most experienced in industries like Healthcare, Education, and Information Technology (IT).

Which business areas is Hedi most experienced in?

Hedi is most experienced in business areas like Research and Development (R&D), Information Technology (IT), and Product Development.

What is Hedi's education?

Hedi holds a Bachelor in Computer Engineering from Hacettepe University.

What is the availability of Hedi?

Hedi is immediately available full-time for suitable projects.

What is the rate of Hedi?

Hedi's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.