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eboekenh/README.md

Hi, I'm Ecem πŸ‘‹

AI Consultant | AI Automation Specialist | AI-powered Solution Builder Engineering-minded AI consultant with a strong analytical background and digital mindset. Experienced in designing AI workflow automations, analyzing operational and strategic challenges, and translating requirements into scalable AI-powered solutions using no-code/low-code platforms and coding tools.


🧠 About Me

  • πŸ€– I build AI-powered solutions that translate complex requirements into measurable outcomes
  • ⚑ I design AI workflow automations using no-code/low-code platforms (Make.com, n8n) and coding tools
  • πŸ”¬ I design end-to-end machine learning pipelines for predictive modelling and classification
  • πŸ’Ό I create career tech tools combining AI, reflexion techniques and job search automation
  • 🌍 Mentor at ReDI Digital Integration School β€” helping newcomers learn data science through real projects
  • πŸ‡©πŸ‡ͺ Based in Germany | Languages: English, German, Turkish

πŸš€ Featured Projects

πŸ€– Machine Learning & Data Science

Project Description Key Results Tech
πŸ’§ Pump It Up Predict water pump operational status in Tanzania β€” multi-class classification for social impact ~82% accuracy (LightGBM) RF, XGBoost, LightGBM
🏠 House Price Prediction Kaggle competition β€” predict residential sale prices with 80+ features 0.126 RMSLE (Kaggle LB) LightGBM, GridSearchCV
🚒 Titanic Survival Binary survival classification with feature engineering (title, family, ageΓ—class) 82.7% accuracy Random Forest, GridSearchCV
🩺 Diabetes Prediction Predict diabetes onset with interpretable decision trees β€” healthcare focus ~75% accuracy CART, Scikit-learn
⚾ Hitters Salary Predict MLB player salaries from career statistics RMSE 77.56 LightGBM, RobustScaler
🎬 Movie Recommender Hybrid recommender: user-based + item-based collaborative filtering on MovieLens 20M Top-10 hybrid recs Pandas, Pearson CF
⚑ Energy Analysis Hourly energy consumption analysis with pattern detection and correlation 4 analysis modules Pandas, Matplotlib

πŸ’Ό Career & Automation Tools

Project Description Tech
πŸ›€οΈ JobPath IFS-informed job search platform β€” Kanban board, emotional check-ins, gamification badges, AI job parsing via Gemini React TypeScript PostgreSQL Gemini
🧠 CareerPromptAI AI Career Research Assistant β€” enter a career goal, get tailored ChatGPT prompts with sources, export as CSV/Markdown Gemini TailwindCSS JavaScript
βš™οΈ Job Process Engine Position analysis automation β€” batch profile-to-job matching, CV parsing, cover letter generation & fit scoring for all added positions via Gemini React Node.js Gemini
🧠 JobGenius Parse job requirements & get AI career-coaching insights Streamlit HuggingFace
πŸ“ Prompt Manager AI prompt library with CRUD, categories, and multi-user auth Streamlit Flask SQLite
🌦️ Weather Pipeline Real-time weather data collection pipeline with CSV export Python OpenWeatherMap
🌐 Portfolio Personal portfolio website β€” deployed via GitHub Pages HTML5 CSS3

πŸ› οΈ Tech Stack

AI Tools & Prompt Engineering

ChatGPT Claude Gemini Perplexity Replit Lovable Prompt Engineering


AI Automation & No-Code/Low-Code

Make.com n8n Zapier AI Workflow Automation


Machine Learning & Data Science

Python Scikit-learn LightGBM XGBoost Pandas NumPy Jupyter

Web & App Development

TypeScript React Streamlit Node.js PostgreSQL HTML

Tools & Platforms

Git VS Code Kaggle


🌱 Currently Working On

  • ⚑ Building AI workflow automations with no-code/low-code platforms (Make.com, n8n) and coding tools
  • πŸ”„ Expanding the PumpPredictor ML pipeline (feature engineering + model evaluation)
  • πŸ›€οΈ Building JobPath β€” IFS-informed job search platform with gamification & badges
  • 🧠 Developing CareerPromptAI β€” AI career research assistant using Gemini
  • πŸ“š Curating and expanding the prompt-lib AI resource library

πŸ“« Get in Touch

GitHub LinkedIn


"Engineering-minded, automation-driven, impact-focused."

Popular repositories Loading

  1. House_Price_ML_Light_GBM House_Price_ML_Light_GBM Public

    Kaggle House Prices competition β€” LightGBM regression with feature engineering (0.126 RMSLE)

    Python 5

  2. Titanic_ML_Random_Forest Titanic_ML_Random_Forest Public

    Titanic survival prediction β€” Random Forest classifier with feature engineering (82.7% accuracy)

    Python 5

  3. Diabetes_Prediction_ML_CART Diabetes_Prediction_ML_CART Public

    Diabetes onset prediction using CART decision tree β€” healthcare ML with interpretability focus

    Python 5

  4. Python_Basics Python_Basics Public

    Python list comprehension exercises using Seaborn car_crashes dataset

    Python 4

  5. Movie_Recommendation_Algorithm Movie_Recommendation_Algorithm Public

    Hybrid recommender system β€” user-based + item-based collaborative filtering on MovieLens 20M

    Python 4

  6. Level_Based_Persona Level_Based_Persona Public

    Rule-based customer segmentation β€” level-based personas with revenue-driven A/B/C/D segments

    Python 4