Aref Yelghi

Aref Yelghi

Data Analyst • Machine Learning & Optimization • FinTech

Summary

I am a data analyst and machine learning expert with extensive experience in financial technology (FinTech) and optimization. I have developed numerous predictive models, deep neural networks for image recognition, and complex data analysis pipelines. My expertise spans optimization algorithms, machine learning research, and applied AI projects.

Education

  • Ph.D., Computer Engineering — Karadeniz Technical University, Turkey, 2018
  • Ph.D. (visiting student), Computer Engineering — Linnaeus University, Sweden, 2015
  • M.S., Computer Science — Azad University, Sari, Iran, 2012
  • B.S., Software Engineering — Mirdamad University of Gorgan, Iran, 2008

Academic Experience & Research

Positions
  • Assistant Professor — Dept. of Computer Engineering, Istanbul Topkapı University (2021–Now)
  • Lecturer — Dept. of Computer Engineering, Istanbul Bilgi University (2023–2024)
  • Assistant Professor — Dept. of Computer Engineering, Avrasya University (2018–2021)
  • Lecturer — Azad University (2010–2011)
Research & Teaching
  • Reinforcement learning and optimization algorithms for national projects
  • Machine learning for natural language processing
  • Published in reputable CS journals & conferences
  • Taught AI and ML at undergraduate and graduate levels
  • Developed neural network architectures for recommendation systems

Industry Experience

Data Scientist, Ab Bana Sanat Inc., Gorgan, Iran

  • Led data science team designing predictive models in finance
  • Implemented ML algorithms for personalized recommendations

Recent Industry Experience

Artificial Intelligence Researcher, NellaDerm — Full-time (Nov 2024 - Present)

  • Working remotely on AI research projects and model development

Certificates & Skills

Certificates
  • Neural Networks and Deep Learning
  • MLOps: Getting Started
  • Improving Deep Neural Networks
  • Building Recommender Systems
  • Generative AI with LLMs
  • Generative AI with RAG & LangChain
  • DevOps, DataOps, MLOps
Technical Skills
  • Programming: C++, Java, Python (Django)
  • ML & DL: Pandas, NumPy, SciPy, Scikit-learn, TensorFlow, Keras, PyTorch
  • Optimization, Metaheuristics, Neuro-Fuzzy Systems
  • Database: SQL
  • Cloud: AWS, GCP (Vertex AI)
  • Deployment: Docker, Kubernetes, REST
  • MLOps: MLflow, CI/CD, RAG pipelines

Courses Taught

Undergraduate
  • Operating System
  • Computer Network
  • Algorithm Analysis
  • Optimization
  • Programming Language
  • Machine Learning
  • Artificial Intelligence
  • Programming II
Postgraduate
  • Advanced AI Topics
  • Expert Systems & Fuzzy Systems

Language Proficiency

Proficient in English, Turkish, and Persian.

Honors & Awards

  • Google Research Grant – Eczema.app (2025)
  • Full Scholarship from Turkey (2013–2018)
  • High Honor Student, PhD Level (2013–2018)

Sports Achievements

  • Masters Athlete, Turkey
  • High Jump: Gold Medalist
  • Long Jump: Silver Medalist

Contact

Email: arefyelghi@topkapi.edu.tr

LinkedIn: Visit my LinkedIn profile

Google Scholar: View my Google Scholar

Location: Türkiye