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Churn Prediction Backend Service

An end-to-end machine learning system that predicts customer churn risk. The project includes data preprocessing, model training, evaluation, and a FastAPI-based inference service.

Components

  • Offline training pipeline (scikit-learn)
  • Online prediction API (FastAPI)
  • File-based monitoring and evaluation reports

Setup

python -m venv .venv source .venv/bin/activate # Windows: .venv\Scripts\activate pip install -r requirements.txt

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End-to-end ML system for customer churn prediction using FastAPI

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