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machinelearning_projects

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About machinelearning_projects

Machine learningprojects is a comprehensive Python repository showcasing practical applications across the data science lifecycle. It covers feature engineering with real-world examples like diabetes prediction and customer churn analysis. The project includes diverse machine learning implementations such as salary prediction, regression models for air transport, talent scouting classification, housing price estimation, and unsupervised customer segmentation. It also provides essential Python programming for data science, including command-line execution, virtual environment management, function documentation, pandas exercises, and rule-based customer value calculation. The repository extends to Natural Language Processing with sentiment analysis of Amazon reviews and text preprocessing for Wikimedia data, as well as time series forecasting for transaction volume. This collection serves as a valuable resource for developers and data scientists looking to understand and implement machine learning workflows, va

Platforms

Web Self-hosted

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Jupyter Notebook

Links

Makine Öğrenmesi Projeleri

Feature Engineering

  • Diabets Feature Engineering
  • Telco Customer Churn Feature Engineering

Machine Learning

  • Maaş Tahmin Modeli Oluşturma
  • THY Regresyon
  • Scoutium Makine Öğrenmesi ile Yetenek Avcılığı Sınıflandırma
  • Ev Fiyat Tahmin Modeli Oluşturma
  • Müşteri Terk Tahmin Modeli Oluşturma
  • Gözetimsiz Öğrenme ile Müşteri Segmentasyonu

Python Programming for Data Science

  • Komut Satırında Python Kodu Çalıştırma
  • Virtual Environment Oluşturma
  • Python Alıştırmalar
  • Fonksiyonlara Özellik ve Docstring Ekleme
  • Pandas Alıştırmalar
  • Kural Tabanlı Sınıflandırma ile Potansiyel Müşteri Getirisi Hesaplama

Natural Language Processing (NLP)

  • KOZMOS: Amazon Yorumları için Duygu Analizi
  • WIKIMEDIA: Metin Ön İşleme ve Görselleştirme

Time Series

  • Iyzico İşlem Hacmi Tahmini