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 superior response.
Analyzed GitHub repositories to test model capabilities in feature development; when models failed, implemented the required code and classes to enhance their functional 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).
May 2024 - Sep 2024
5 months
NLP Developer
Saha Robotik
Worked on a project focused on enhancing the speech recognition capabilities of a restaurant order-taking robot by identifying problematic food names, recording accurate pronunciations, and fine-tuning the Whisper model to improve recognition of complex terms. Technologies used: Whisper Model, Transformers, PyTorch, TTS Model
Developed a dictionary-based sentiment analysis tool for the Turkish language, enabling accurate sentiment analysis of Turkish texts and reviews. Technologies used: NLP techniques, NLTK, spacy, textBlob, Zemberek, Turkish-lexicon
Oct 2020 - May 2024
3 years 8 months
Software Developer
BookLogic
Developed a text engine utilizing a fine-tuned transformer-based model trained on hotel industry tweets and keywords to automatically generate marketing and promotional content for hotels. Technologies used: Transformers, Word2Vec, FastText, NLTK, Web Scraping, Keyword Extraction
Built an application to analyze customer reviews by performing sentiment analysis to produce detailed reports on overall experience, highlighting likes and dislikes. Technologies used: MongoDB, NLTK, Word2Vec, Sentiment Analysis, Web Scraping
Summary
I'm working on projects in the field of natural language processing.
Always curious and open to new technologies.
Languages
Turkish
Native
English
Advanced
Education
Oct 2021 - Jun 2024
Yildiz Technical University
Master's Degree · Computer Engineering · İstanbul, Turkey
Oct 2015 - Jun 2021
Yildiz Technical University
Bachelor's Degree · Computer Engineering · İstanbul, Turkey