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mberke1597/README.md

👋 Hi, I'm Muhammet Berke Ağaya

🎓 3rd-year Computer Engineering Student @ Istanbul University 💡 Artificial Intelligence (AI) | Machine Learning (ML) | Deep Learning (DL) | Natural Language Processing (NLP) | Generative AI (GenAI) 🚀 Passionate about advancing in data science and AI-driven R&D projects.


🧠 About Me

  • 📚 Experienced in end-to-end data science workflows — data preprocessing, model training, and deployment.
  • 🧩 Skilled in Python, SQL, TensorFlow, LightGBM, and Power BI.
  • 🧠 Focused on Generative AI and Natural Language Processing research & project development.
  • 🤝 Value teamwork, rapid prototyping, and creativity in hackathons and R&D environments.

💼 Experience

Information Technology Intern — TNC Group & Social Office
📅 June 2025 – August 2025 | Istanbul

  • Applied Generative AI (GenAI) concepts in ML & NLP projects.
  • Developed 4 Python-based projects using Pandas, NumPy, and TensorFlow.
  • Gained hands-on experience in data cleaning, modeling, and process optimization.

🏆 Hackathon Experiences

🥇 Alternatif Bank Hackathon — Top 10 Finalist (2025)

Project: 🎙️ Alternatif Ses
Developed an AI-powered voice assistant enabling individuals with motor impairments to perform banking operations through natural voice commands.

  • 💬 Integrated Microsoft Azure Speech Services and Azure OpenAI models.
  • 🧠 Designed an NLP-based command recognition and task routing system.
  • 🌍 Focused on accessibility and user experience (UX).
  • 🎯 Key highlight: A socially impactful AI solution.

🛍️ Trendyol E-Commerce Hackathon (2025)

Built Click-Through Rate (CTR) and Conversion Rate (CVR) prediction models using real-world e-commerce data.

  • ⚙️ Tech stack: TensorFlow, LightGBM, Scikit-learn, Pandas, SQL
  • 🧩 Applied feature engineering, model optimization, and Learning-to-Rank techniques.
  • 📊 Collaborated on data analysis, model evaluation, and feature selection.
  • 🚀 Designed ML pipelines simulating real-world production systems.

📈 BTK Academy Datathon (2025)

Performed predictive modeling and business intelligence analysis using real datasets.

  • 🧠 Managed full-cycle data cleaning, statistical analysis, and modeling.
  • 🤝 Emphasized team collaboration and rapid experimentation.
  • 💡 Delivered explainable and business-relevant AI models.

🧩 Projects

  • YDS Assistant → Language learning assistant built with React + FastAPI + Firebase
  • Power BI Dashboard → Interactive analytics tool integrating SQL-based data sources
  • ML Pipeline → Data preprocessing & hyperparameter optimization using LightGBM, Random Forest, XGBoost

🏛️ Community & Volunteering

  • GDG Istanbul – DevFest Organization Team (2025–Present)
    Event organization, speaker coordination, and community management.
  • Istanbul University Open Days Volunteer (2024–2025)
    Guided and informed new students about the university and programs.

🧰 Technical Skills

Languages: Python, C, SQL (MySQL, PostgreSQL)
AI/ML Tools: TensorFlow, Keras, LightGBM, Scikit-learn, Pandas, NumPy
Data Visualization: Power BI, Matplotlib, Seaborn
Concepts: ML, DL, NLP, GenAI, Statistical Analysis, Optimization


📫 Contact

📍 Istanbul, Türkiye
📧 [email protected]
🔗 LinkedIn
💻 GitHub


⚡ GitHub Overview

GitHub Streak Top Langs


🌱 “Bringing data to life through analytical thinking, curiosity, and creativity.”


🧰 Tech Stack

Python C MySQL PostgreSQL

TensorFlow Keras Scikit-learn LightGBM Pandas NumPy

FastAPI React Firebase

Power BI

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