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๐Ÿ’ง Aqua AI โ€“ Water Demand Forecasting Dashboard

An AI-powered dashboard to predict and analyze water demand using Machine Learning.


๐ŸŒ Live Demo

๐Ÿ‘‰ https://water-demand-forecastinggit-zmehfja8vshaqcmsqvurtx.streamlit.app/


๐Ÿš€ Features

  • ๐Ÿ“Š Interactive dashboard using Streamlit
  • ๐Ÿ“ˆ Demand trend visualization
  • ๐Ÿ”ฎ Next-day water demand prediction
  • โš ๏ธ Alerts & intelligent recommendations
  • ๐Ÿค– End-to-end ML pipeline (preprocess โ†’ train โ†’ predict โ†’ recommend)

๐Ÿ›  Tech Stack

  • Frontend: Streamlit
  • Backend: Python
  • Data Processing: Pandas
  • Visualization: Plotly
  • ML Pipeline: Custom scripts

โ–ถ๏ธ How to Run Locally

pip install -r requirements.txt
streamlit run dashboard.py

๐Ÿ“‚ Project Structure

water-demand-forcasting-enhanced/
โ”‚
โ”œโ”€โ”€ dashboard.py          # Main dashboard app
โ”œโ”€โ”€ outputs/              # Predictions & model results
โ”œโ”€โ”€ src/                  # ML pipeline scripts
โ”œโ”€โ”€ requirements.txt
โ””โ”€โ”€ README.md

โš™๏ธ ML Pipeline

  1. Data Preprocessing
  2. Model Training
  3. Prediction Generation
  4. Recommendation System

๐ŸŒŸ Future Improvements

  • ๐ŸŒ Real-time data integration
  • ๐Ÿ“ก IoT-based water monitoring
  • ๐Ÿ“Š Advanced forecasting models
  • โ˜๏ธ Cloud deployment enhancements

๐Ÿ‘ฉโ€๐Ÿ’ป Author

Harini


โญ If you like this project, give it a star!

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AI-based water demand forecasting dashboard (Streamlit)

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