Developed a tool to evaluate large language models such as GPT, BERT, and LLaMA on a variety of tasks with support for few-shot learning.
Implemented custom evaluation metrics for accuracy and perplexity, enhancing the tool's functionality and user experience.
Occupation Prediction from Twitter Data
Developed a project to predict occupations from Turkish tweets under the supervision of Prof. Banu Diri.
Applied machine learning, deep learning, and natural language processing techniques to analyze and classify Twitter data.
Coursework
Big Data Processing and Analytics
Gained hands-on experience with distributed systems, large-scale data processing, and recommender systems.
Completed a project that evaluated the performance of Apache Hadoop in processing large datasets by applying various statistical functions.
Artificial Intelligence
Studied fundamental AI concepts, including search algorithms, optimization methods, gradient descent, and stochastic processes.
Implemented various projects using Genetic Algorithms and Q-Learning techniques to solve complex problems and enhance decision-making in AI systems.
Image Processing
Explored core image processing techniques such as filtering, segmentation, and edge detection.
Implemented algorithms for image recognition, classification, and enhancement, and engaged in various related projects.
Information Retrieval and Web Search Engines
Investigated web mining techniques to analyze and extract valuable insights from social media data.
Implemented IR algorithms to effectively extract relevant information and enhance search functionalities.
Awards & Honors
STAR Intern Researcher Scholarship
Jul 2024 |TÜBİTAK (Scientific and Technological Research Council of Türkiye)
Awarded a scholarship as a research intern in the project titled
'New Approaches for Text Representation and Text Generation with Neural Language Models'
conducted by Prof. Mehmet Fatih Amasyalı
at Yıldız Technical University Computer Engineering Department.
Publications
Accepted Publications
T. Izdas, H. Iskifoglu, and B. Diri (2024).
Occupation Prediction from Twitter Data.
Dokuz Eylul University Faculty of Engineering Journal of Science and Engineering (DEU FMD). (Accepted, pending publication)
Certifications
Red Hat System Administration I & II -
RH124 &
RH134
Jan 2025 |Red Hat
Red Hat OpenShift I: Containers & Kubernetes -
DO180