Sina Berk Golech

Bioinformatics M.Sc. Student at Saarland University

Photo by Sina Berk Golech
## Welcome to My Research Portfolio I am a **Bioinformatics M.Sc. Student** at Saarland University, specializing in **metabolomics**, **antimicrobial peptides**, and **computer vision**. My research focuses on developing computational methods to advance our understanding of biological systems through machine learning and data analysis. ### ๐Ÿ”ฌ Research Areas

Metabolomics

Advanced computational analysis of metabolic pathways and biomarker discovery using statistical and machine learning approaches.

Antimicrobial Peptides

Computational analysis of antimicrobial peptides and their interactions with gut microbiome for therapeutic applications.

Computer Vision

Deep learning approaches for image analysis and natural language processing, with focus on Turkish language applications.

### ๐Ÿš€ Featured Projects

Metabolomics Seminar Topic 10

Advanced metabolomics analysis and computational methods

Technologies: metabolomics data-analysis R statistics

IAMPGutMB

Antimicrobial peptides and gut microbiome analysis

Technologies: antimicrobial-peptides microbiome bioinformatics python

Turkish Image Captioning

Computer vision and natural language processing for Turkish language

Technologies: computer-vision nlp deep-learning turkish

### ๐Ÿ“Š Recent Publications

A complete human verified Turkish caption dataset for MS COCO and performance evaluation with well-known image caption models trained against it

International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME) (2022)

This paper is about A complete human verified Turkish caption dataset for MS COCO and performance evaluation with well-known image caption models trained against it.

### ๐Ÿ› ๏ธ Technical Skills

Programming Languages

Python R MATLAB JavaScript SQL

Frameworks & Libraries

TensorFlow PyTorch scikit-learn pandas numpy ggplot2

Research Areas

Metabolomics Antimicrobial Peptides Computer Vision Machine Learning Bioinformatics

### ๐Ÿ“ˆ Academic Profile - **Current Position:** M.Sc. Student in Bioinformatics, Saarland University - **Research Focus:** Metabolomics, Antimicrobial Peptides, Computer Vision - **Location:** Saarbrรผcken, Germany - **ORCID:** [0000-0003-1443-1103](https://orcid.org/0000-0003-1443-1103) - **Google Scholar:** [Sina Berk Golech](https://scholar.google.com/citations?user=7d9OWBMAAAAJ&hl=en) ### ๐Ÿ”— Connect With Me --- *Interested in collaboration or research opportunities? Feel free to reach out!*