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mrKYLN/README.md

Hi, I'm Mert 👋

I'm a Data Scientist with 5+ years of experience, mostly in e-commerce and retail. I enjoy building ML models that actually go to production and make a measurable difference. Lately I've been focusing on LLMs, RAG systems and agentic workflows — that's the direction I'm growing toward.


🔧 What I Work With

Machine Learning XGBoost LightGBM Scikit-learn PyTorch

LLM & GenAI LangChain FAISS Gemini API RAG Function Calling Agentic Workflows

Cloud & MLOps GCP Vertex AI BigQuery MLflow

Data & Scripting Python SQL Pandas NumPy


🚀 Featured Projects

🛒 Amazon Product Reviews — RAG System

Retrieval-Augmented Generation system built on 568K+ Amazon reviews. Users can ask questions about products and get grounded, context-aware answers.

LangChain FAISS Gemini Streamlit (in progress)


📊 Customer Propensity Model

XGBoost/LightGBM model predicting campaign response likelihood for retail customers. Delivered 12% uplift in conversion rates in pilot campaigns.

XGBoost LightGBM SMOTE GCP Vertex AI


🎯 Hybrid Recommendation System

ALS + Content-Based Filtering system for personalized product recommendations. Improved product-add rates by 10%.

Implicit (ALS) SciPy Collaborative Filtering


🍅 Food Quality Classification (M.S. Thesis)

Image classification model detecting fresh/rotten/low-quality tomatoes using Self-Organizing Maps (SOM) + comparative ML evaluation.

Computer Vision SOM OpenCV Python


📈 Experience Highlights

  • YıldızTech (2022–2025) — Data Scientist & Data Product Owner Built end-to-end ML products for Şok Market & CepteSok. Managed full lifecycle from concept to production.

  • Koçtaş (2021–2022) — Data Scientist Stock optimization, dynamic pricing, Azure Cloud migration.

  • Etstur (2020–2021) — Data Analytics Developer Web scraping, OCR pipelines, big data infrastructure.

  • Zack.AI / Turkcell (2019–2020) — Data Scientist NLP, chatbot development, IBM Watson.


📬 Let's Connect

LinkedIn Medium


Currently open to Data Scientist & AI Engineer roles. Building in public.

Pinned Loading

  1. amazon-review-rag amazon-review-rag Public

    Semantic search over 568K Amazon reviews using FAISS vector search + Gemini LLM summaries in Turkish. Built with sentence-transformers, Gradio, and RAG architecture.

    Jupyter Notebook

  2. food_fresh_rotten_status_classifier food_fresh_rotten_status_classifier Public

    Python 1

  3. aml-nlp aml-nlp Public

    Forked from gameofdimension/aml-nlp

    homework of coursera nlp course. https://www.coursera.org/learn/language-processing/home/welcome

    Jupyter Notebook

  4. fraud-detection fraud-detection Public

    Jupyter Notebook

  5. natural-language-processing natural-language-processing Public

    Forked from hse-aml/natural-language-processing

    Resources for "Natural Language Processing" Coursera course.

    Jupyter Notebook