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Car Price Decision Assistant is an end-to-end ML app that predicts the fair price of used cars and provides Buy, Negotiate, or Avoid decisions by comparing model estimates with seller prices. It uses a Random Forest pipeline and is deployed as an interactive Streamlit web app.