Available to hire
Machine Learning / NLP engineer with research and industry experience building LLM-powered retrieval and code-generation systems, fine-tuning large language models, and deploying ML features into production applications. Completed an M.Sc. in Informatics at TUM with a focus on deep learning, NLP, and generative models, and delivered measurable gains on the RepoExec benchmark with retrieval-efficient prompting and hierarchical semantic indexing.
Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Language
Turkish
Fluent
English
Fluent
German
Advanced
Work Experience
Master’s Thesis: Repository-Level Code Generation Research at Technical University of Munich (TUM)
June 1, 2025 - October 10, 2025Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13×fewer LLM calls.
NLP Engineer (Part-time) at Fast AI Movies
February 1, 2024 - October 10, 2025Fine-tuned Llama2-13b and LeoLM-13b models for e-learning script generation. Used BERT to predict special token positions and align them between inputs and outputs for coherence. Employed Hugging Face Transformers framework.
ML Intern (Part-time) at Hypnotes
November 1, 2021 - October 10, 2025Developed real-time emotion recognition using MobileNet and EfficientNet B2. Deployed model into video conferencing app.
ML Intern (Part-time) at Hyrai
November 1, 2021 - October 10, 2025Built job-resume matching with SpaCy, NER, and Jaro-Winkler similarity. Optimized multithreaded parsing for production.
ML Intern (Part-time) at UrbanicFarm
March 1, 2021 - October 10, 2025Built tomato disease classifier with EfficientNet using PyTorch, OpenCV, Tensorboard.
Hybrid Mandatory Intern (Full-time) at ULAKBIM
October 1, 2021 - October 10, 2025Worked with Pardus Linux, shell scripting, ISO image building.
Onsite Mandatory Intern (Full-time) at ASELSAN
August 1, 2021 - October 10, 2025Built two-way XML–Excel Interface Control Document converter in Python for embedded systems team.
Master’s Thesis Researcher at Technical University of Munich (TUM)
June 30, 2025 - October 10, 2025Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13× fewer LLM calls.
NLP Engineer (Part-time) at Fast AI Movies
February 29, 2024 - October 10, 2025Fine-tuned Llama2-13b and LeoLM-13b models for e-learning script generation. Used BERT to predict special token positions and align them between inputs and outputs for coherence. Employed Hugging Face Transformers framework.
ML Intern (Part-time) at Hypnotes
November 30, 2021 - October 10, 2025Developed real-time emotion recognition using MobileNet and EfficientNet B2. Deployed model into video conferencing app.
ML Intern (Part-time) at Hyrai
November 30, 2021 - October 10, 2025Built job-resume matching with SpaCy, NER, and Jaro-Winkler similarity. Optimized multithreaded parsing for production.
ML Intern (Remote) at UrbanicFarm
March 31, 2021 - October 10, 2025Built tomato disease classifier with EfficientNet using PyTorch, OpenCV, Tensorboard.
Hybrid Mandatory Intern at ULAKBIM
October 31, 2021 - October 10, 2025Worked with Pardus Linux, shell scripting, ISO image building.
Onsite Mandatory Intern at ASELSAN
August 31, 2021 - October 10, 2025Built two-way XML–Excel Interface Control Document converter in Python for embedded systems team.
Master's Thesis Research at Technical University of Munich (TUM)
June 1, 2025 - October 10, 2025Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13 × fewer LLM calls.
NLP Engineer (Part-time) at Fast AI Movies
February 1, 2024 - October 10, 2025Fine-tuned Llama2-13b and LeoLM-13b models for e-learning script generation. Used BERT to predict special token positions and align them between inputs and outputs for coherence. Employed Hugging Face Transformers framework.
ML Intern (Part-time) at Hypnotes
November 1, 2021 - October 10, 2025Developed real-time emotion recognition using MobileNet and EfficientNet B2. Deployed model into video conferencing app.
ML Intern (Part-time) at Hyrai
November 1, 2021 - October 10, 2025Built job-resume matching with SpaCy, NER, and Jaro-Winkler similarity. Optimized multithreaded parsing for production.
ML Intern (Part-time) at UrbanicFarm
March 1, 2021 - October 10, 2025Built tomato disease classifier with EfficientNet using PyTorch, OpenCV, Tensorboard.
Hybrid Mandatory Intern (Full-time) at ULAKBIM
October 1, 2021 - October 10, 2025Worked with Pardus Linux, shell scripting, ISO image building.
Onsite Mandatory Intern (Full-time) at ASELSAN
August 1, 2021 - October 10, 2025Built two-way XML–Excel Interface Control Document converter in Python for embedded systems team.
Master’s Thesis Researcher at Technical University of Munich (TUM)
October 1, 2024 - June 1, 2025Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13 × fewer LLM calls.
Hybrid NLP Engineer at Fast AI Movies
October 1, 2023 - February 1, 2024Fine-tuned Llama2-13b and LeoLM-13b models for e-learning script generation. Used BERT to predict special token positions and align them between inputs and outputs for coherence. Employed Hugging Face Transformers framework.
ML Intern at Hypnotes
July 1, 2021 - November 1, 2021Developed real-time emotion recognition using MobileNet and EfficientNet B2. Deployed model into video conferencing app.
ML Intern at Hyrai
May 1, 2021 - November 1, 2021Built job-resume matching with SpaCy, NER, and Jaro-Winkler similarity. Optimized multithreaded parsing for production.
ML Intern at UrbanicFarm
December 1, 2020 - March 1, 2021Built tomato disease classifier with EfficientNet using PyTorch, OpenCV, Tensorboard.
Intern at ULAKBIM
August 1, 2021 - October 1, 2021Hybrid Mandatory Intern (Full-time).
Intern at ASELSAN
June 1, 2021 - August 1, 2021Built two-way XML–Excel Interface Control Document converter in Python for embedded systems team.
Education
M.Sc. Informatics at Technical University of Munich (TUM)
October 1, 2021 - June 1, 2025B.Sc. Computer Science at Hacettepe University
September 1, 2018 - June 1, 2021M.Sc. Informatics at Technical University of Munich
October 1, 2021 - June 30, 2025B.Sc. Computer Science at Hacettepe University
September 1, 2018 - June 1, 2021M.Sc. Informatics at Technical University of Munich
October 1, 2021 - June 1, 2025B.Sc. Computer Science at Hacettepe University
September 1, 2018 - June 1, 2021M.SC. Informatics at Technical University of Munich
October 1, 2021 - June 1, 2025B.Sc. Computer Science at Hacettepe University
September 1, 2018 - June 1, 2021Qualifications
Industry Experience
Software & Internet, Computers & Electronics, Education, Media & Entertainment, Professional Services
Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
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