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End-to-end Machine Learning project that predicts optimal product discount and estimates revenue impact using LightGBM and Streamlit.

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PriceWise AI – Smart Discount Optimizer

An end-to-end Machine Learning application that predicts the optimal discount percentage for a product and estimates its impact on revenue.


What It Does

  • Predicts best discount % using AI
  • Calculates revenue after discount
  • Shows change in revenue
  • Helps businesses make smarter pricing decisions

📊 Model Performance

  • MAE : ~3.29
  • R² Score : ~0.75

The app provides:

  • Recommended Discount %
  • Base Revenue
  • Revenue After Discount
  • Revenue Change

Run Locally

  1. Clone the repository:
    git clone https://github.com/tanishaasaklani/PriceWise-AI.git
    
  2. Install dependencies:
    pip install -r requirements.txt
  3. Run the app:
    streamlit run app.py
    

📬 Contact

Created by Tanisha Saklani - MCA AI & DS Student. Open to feedback!

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End-to-end Machine Learning project that predicts optimal product discount and estimates revenue impact using LightGBM and Streamlit.

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