Semih Durmaz-LLM Engineer
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Experience
LLM Engineer
Turing Enterprises
- Assessed user–chatbot interactions by determining task completion accuracy and diagnosing failure causes such as technical or permission-related issues.
- Compared multiple model outputs for a given prompt, evaluating each based on instruction following, executability, and accuracy to identify the best response.
- Analyzed GitHub repositories to test model capabilities in feature development; when models failed, wrote and implemented the required code and classes to improve their performance.
- Categorized text segments by determining whether they were code-related and, if so, identified the programming language and specific subtopic (e.g., adding new features, refactoring, error handling).
NLP Developer
Saha Robotik
- Worked on a project to enhance the speech recognition capabilities of a restaurant order-taking robot by identifying problematic food names, recording accurate pronunciations, and fine-tuning the Whisper model.
- Technologies used: Whisper Model, Transformers, PyTorch, TTS Model.
- Developed a dictionary-based sentiment analysis tool for Turkish to analyze customer feedback and opinions.
- Technologies used: NLP techniques, NLTK, spaCy, TextBlob, Zemberek, Turkish-lexicon.
Software Developer
BookLogic
- Developed a text engine using a fine-tuned transformer-based model trained on hotel industry tweets to generate marketing and promotional content based on keywords.
- Technologies used: Transformers, Word2Vec, FastText, NLTK, Web Scraping, Keyword Extraction.
- Built an app to analyze customer reviews by performing sentiment analysis and generating detailed reports on overall experience, highlighting liked and disliked aspects.
- Technologies used: MongoDB, NLTK, Word2Vec, Sentiment Analysis, Web Scraping.
Industry Experience
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Experienced in Tourism, Information Technology, Food and Beverage, and Manufacturing.
Business Area Experience
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Experienced in Information Technology, Marketing, Product Development, Research and Development, and Business Intelligence.
Summary
I'm developing projects in the field of natural language processing.
Always curious and open to new technologies.
Skills
- Python
- Natural Language Processing
- Data Engineering
- Algorithm Design & Analysis
- Mysql
- Postgresql
- Web Scraping
Languages
Education
Yildiz Technical University
Master's Degree · Computer Engineering · İstanbul, Turkey
Yildiz Technical University
Bachelor's Degree · Computer Engineering · İstanbul, Turkey
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