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A curated portfolio of beginner-to-intermediate machine learning projects, including notebooks, datasets, and documentation.

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🧠 ML Portfolio – Machine Learning Projects by Murat Kömürcü

Welcome to my curated portfolio of machine learning projects. This repository contains notebooks, datasets, and documentation from my ML learning journey — covering fundamental concepts, practical implementations, and exploratory data analysis.


📁 Project Structure

ml-portfolio/
├── 01_telcho_terk/                 # Introduction to ML + real-world use cases
├── 02_penguins_classification/     # Supervised classification using the Penguins dataset
├── 03_housing_prices_regression/  # Regression model for predicting housing prices
├── 04_homework4/                   # Applied ML practice notebook
├── 05_homework6/                   # Extended model training task
├── 06_metrics_review/              # Evaluation metrics analysis & summary

🛠️ Tools & Libraries

  • Python 🐍
  • Pandas, NumPy
  • Scikit-learn
  • Google Colab
  • Jupyter Notebook

🎯 Learning Objectives

✔ Understand the core principles of machine learning
✔ Gain hands-on experience with real datasets
✔ Apply supervised learning algorithms
✔ Evaluate model performance using standard metrics
✔ Document the learning journey clearly and professionally


📊 Example Projects

📌 01_telcho_terk

A theory-oriented notebook introducing ML fundamentals, differences between AI, ML and Data Science, and real-world sector applications (finance, healthcare, e-commerce, etc.).

📌 02_penguins_classification

Binary classification task using the Penguins dataset with EDA, preprocessing, model training and evaluation.

📌 03_housing_prices_regression

Regression model predicting house prices based on features. Includes visualization, scaling, model fit and error metrics.


👤 Author

Murat Kömürcü
Electrical & Electronics Engineering Student
LinkedIn: linkedin.com/in/murat-kömürcü
Email: muratkomurrcu@gmail.com


📌 Notes

This portfolio is part of my journey through various AI & ML trainings including bootcamps and university projects. All files are structured for clarity and reusability.

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A curated portfolio of beginner-to-intermediate machine learning projects, including notebooks, datasets, and documentation.

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