Caner Karaoğlu - Synthetic Medical Dataset (MedGym)

Q: Where is Caner based?

Caner is based in Munich, Germany .

Q: What languages does Caner speak?

Caner speaks the following languages: Turkish (Native), English (Advanced), German (Elementary) .

Q: How many years of experience does Caner have?

Caner has at least 6 years of experience. During this time, Caner has worked in at least 6 different roles and for 6 different companies . The average length of individual experience is 1 year . Note that Caner may not have shared all experience and actually has more experience.

Q: What is Caner's latest experience?

Caner's most recent position is Synthetic Medical Dataset (MedGym) at MedTank .

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

In recent years, Caner has worked for MedTank , Technical University of Munich , MEDTANK Corp , and Data Glacier .

Q: Which industries is Caner most experienced in?

Caner is most experienced in industries like Healthcare , Education , and Manufacturing . Caner also has some experience in Aerospace and Defense .

Q: Which business areas is Caner most experienced in?

Caner is most experienced in business areas like Product Development , Research and Development (R&D) , and Information Technology (IT) . Caner also has some experience in Business Intelligence and Quality Assurance (QA) .

Q: Which industries has Caner worked in recently?

Caner has recently worked in industries like Healthcare and Education .

Q: Which business areas has Caner worked in recently?

Caner has recently worked in business areas like Product Development , Research and Development (R&D) , and Business Intelligence .

Recommended expert

Munich, Germany

Experience

Jan 2024 - Dec 2024

1 year

Synthetic Medical Dataset (MedGym)

MedTank

Generated synthetic datasets for CXR, mammography, and distal radius fracture detection using GANs and diffusion, creating >50k synthetic images for benchmarking.
Ensured GDPR-compliant workflows and reproducibility, enabling dataset adoption for internal validation and academic collaboration.
Project highlighted in MedTank’s internal R&D showcase as a flagship synthetic data initiative.

Jan 2024 - Dec 2024

1 year

Explainable AI for GANs

Technical University of Munich

Implemented Saliency Maps, LIME, Shapley, and DeepLift with Captum to improve GAN transparency, making black-box generative models interpretable for medical AI researchers.
Results presented in a departmental seminar, influencing adoption of explainability tools in ongoing research projects.

Jan 2023 - Dec 2025

3 years

Munich, Germany

Machine Learning Engineer

MEDTANK Corp

Spearheaded development of GAN/diffusion pipelines on radiology datasets (>1M CXRs), boosting synthetic data diversity by 25% and reducing classifier overfitting in regulated medical imaging workflows.
Optimized Stable Diffusion for chest X-rays, improving SSIM/PSNR by up to 12% and enabling clinically plausible outputs validated by radiologists.
Designed preprocessing and 3D segmentation workflows (MONAI, SimpleITK), enabling automated anomaly detection and ROI extraction, later integrated into hospital PACS/RIS pipelines.
Collaborated with cross-functional teams to ensure GDPR-compliant data handling and contributed to deployment of ML systems in production-grade healthcare environments.

Jan 2022 - Dec 2022

1 year

Munich, Germany

Data Science Intern

Data Glacier

Built machine learning pipelines for predictive analytics on structured healthcare datasets, achieving a 15% improvement in model accuracy compared to baseline.
Applied feature engineering and data visualization (Pandas, Scikit-learn, Matplotlib) to uncover actionable insights for business stakeholders.
Deployed a proof-of-concept model to AWS, demonstrating scalability and integration into existing workflows.

Jan 2020 - Dec 2020

1 year

Ankara, Turkey

Freelance Web Developer

Asel Wire Industry

Delivered responsive React.js web application with reusable UI components.

Jan 2019 - Dec 2019

1 year

Ankara, Turkey

Avionics Test Engineer Intern

ASELSAN A.S

Built distributed tool for automated documentation, improving team efficiency.

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 (4 years), Education (1 year), Manufacturing (1 year), and Aerospace and Defense (1 year).

Healthcare

Education

Manufacturing

Aerospace and Defense

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 Product Development (3 years), Research and Development (3 years), Information Technology (3 years), Business Intelligence (1 year), and Quality Assurance (1 year).

Product Development

Research and Development

Information Technology

Business Intelligence

Quality Assurance

Summary

M.Sc. Informatics candidate at TUM with 2+ years of hands-on experience in generative AI and medical imaging. Specialized in diffusion/GAN pipelines, GDPR-compliant data handling, and deployment of ML systems in regulated medical imaging workflows. Thesis research on integrating Roentgen and MRM for synthetic radiology image generation. Seeking full-time AI/ML Engineer roles starting Sept. 2025.

Skills

Ml/ai: Pytorch, Huggingface, Tensorflow, Scikit-learn, Monai, 3d Slicer
Devops/tools: Mlflow, Docker, Fastapi, Aws, Git, Langchain, Langgraph, Pydantic
Programming: Python, Julia, C++, C#, Sql
Compliance: Gdpr-compliant Data Handling, Medical Imaging Workflows, Hipaa Awareness

Languages

Turkish

Native

English

Advanced

German

Elementary

Education

Oct 2021 - Jun 2025

Technical University of Munich

M.Sc. Informatics · Informatics · Munich, Germany

Oct 2016 - Jun 2020

Ankara University

B.Sc. Computer Engineering · Computer Engineering · Ankara, Turkey

Profile

Created

September 2025

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Frequently asked questions

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

Where is Caner based?

Caner is based in Munich, Germany.

What languages does Caner speak?

Caner speaks the following languages: Turkish (Native), English (Advanced), German (Elementary).

How many years of experience does Caner have?

Caner has at least 6 years of experience. During this time, Caner has worked in at least 6 different roles and for 6 different companies. The average length of individual experience is 1 year. Note that Caner may not have shared all experience and actually has more experience.

What roles would Caner be best suited for?

Based on recent experience, Caner would be well-suited for roles such as: Synthetic Medical Dataset (MedGym), Explainable AI for GANs, Machine Learning Engineer.

What is Caner's latest experience?

Caner's most recent position is Synthetic Medical Dataset (MedGym) at MedTank.

What companies has Caner worked for in recent years?

In recent years, Caner has worked for MedTank, Technical University of Munich, MEDTANK Corp, and Data Glacier.

Which industries is Caner most experienced in?

Caner is most experienced in industries like Healthcare, Education, and Manufacturing. Caner also has some experience in Aerospace and Defense.

Which business areas is Caner most experienced in?

Caner is most experienced in business areas like Product Development, Research and Development (R&D), and Information Technology (IT). Caner also has some experience in Business Intelligence and Quality Assurance (QA).

Which industries has Caner worked in recently?

Caner has recently worked in industries like Healthcare and Education.

Which business areas has Caner worked in recently?

Caner has recently worked in business areas like Product Development, Research and Development (R&D), and Business Intelligence.

What is Caner's education?

Caner holds a Master in Informatics from Technical University of Munich and a Bachelor in Computer Engineering from Ankara University.

What is the availability of Caner?

Caner is immediately available full-time for suitable projects.

What is the rate of Caner?

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