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RidaDogrul/README.md

Hi there, I'm Rida 👋

I'm a passionate Machine Learning Engineer & Data Scientist who loves building AI-powered systems and contributing to open source projects.

🚀 About Me

  • 🎓 Recent Computer Engineering graduate with a strong focus on AI & Machine Learning

🛠️ Tech Stack

Languages Python SQL

ML & AI scikit-learn PyTorch HuggingFace LangChain

Boosting Algorithms XGBoost LightGBM CatBoost

Data & Infrastructure Docker FastAPI

🌟 Featured Projects

🤖 Cemil Bot — Open Source Contribution

AI-powered Slack community bot for Yapay Zeka ve Teknoloji Akademisi

  • Added Auto-Answer Watcher feature: detects unanswered questions and responds via RAG + Groq AI
  • 20/20 unit tests with full mock coverage
  • Event-driven architecture with asyncio
  • 🔗 Pull Request #23
  • Python Slack Bolt Groq AI RAG asyncio

📊 TT-Bootcamp Capstone — Churn Prediction @ Türk Telekom

Customer churn prediction on 10M+ records contributed to Trendyol Tech Bootcamp repository

  • Processed 10M+ customer records using DuckDB SQL for fast, scalable data querying
  • Service-specific feature engineering to capture customer behavior patterns
  • Trained a CatBoost model to handle high-cardinality categoricals and class imbalance
  • Built an interactive Streamlit dashboard for result visualization
  • 🔗 Fork: RidaDogrul/tt-bootcamp
  • Python DuckDB CatBoost Streamlit Feature Engineering Churn Prediction

🗺️ TÜBİTAK Carbon Mapper

Tree detection and carbon footprint estimation using satellite imagery

  • DeepForest + SAM (Segment Anything Model) pipeline
  • Python DeepForest SAM Computer Vision

🔤 NER System

Named Entity Recognition using XLM-RoBERTa for multilingual text

  • Python HuggingFace XLM-RoBERTa NLP

😊 Emotion Analysis

Emotion classification with DistilBERT

  • Python HuggingFace DistilBERT NLP

🤝 Open Source Contributions

Project Contribution PR
Akademi-Topluluk-Botu Auto-Answer Watcher (RAG + Groq AI) #23

Pinned Loading

  1. Tensorflow-Similarity-TripletLoss Tensorflow-Similarity-TripletLoss Public

    Tensorflow Similarity implementation of Image Matching with Triplet Loss on the caltech_birds2011 dataset.

    Jupyter Notebook 1

  2. distilbert-emotion-analysis distilbert-emotion-analysis Public

    Train a model with the transformers Trainer API

    Jupyter Notebook

  3. Introduction-to-NLP-with-Transformers Introduction-to-NLP-with-Transformers Public

    Jupyter Notebook

  4. Multilingual-NER-with-Hugging-Face Multilingual-NER-with-Hugging-Face Public

    Jupyter Notebook

  5. LangChainIntroduction LangChainIntroduction Public

    Python

  6. SimpleChatBotWithMemory SimpleChatBotWithMemory Public

    Python