reghais/ml-water-quality-biskra

Machine Learning Applications for Terminal Complex Reservoir Water Quality — Biskra, Algeria). # Machine Learning for Groundwater Pollution Assessment and Mapping ## Applications in the Terminal Complex Aquifer (Northeast Algeria) --- ## Overview This repository contains the official source files for the academic book: **Machine Learning for Groundwater Pollution Assessment and Mapping** The book presents an integrated scientific framework for groundwater quality assessment by combining: - Hydrogeology - Hydrogeochemistry - Environmental Geochemistry - Geographic Information Systems (GIS) - Machine Learning - Artificial Intelligence - Statistical Analysis - Human Health Risk Assessment The project is developed as an **open academic resource** and will be continuously updated. --- # Author **Dr. Azzeddine REGHAIS** PhD in Hydrogeology --- # Book Website The online version of the book is published using **Quarto Book** and **GitHub Pages**. --- # Repository Structure ``` . ├── _quarto.yml ├── index.qmd ├── about.qmd ├── preface.qmd ├── styles.css ├── references.bib ├── chapters/ ├── code/ │ ├── R/ │ └── Python/ ├── data/ ├── images/ ├── downloads/ └── docs/ ``` --- # Main Topics - Groundwater Quality - Potentially Toxic Elements - Pollution Indices - Human Health Risk Assessment - Machine Learning - Artificial Neural Networks - Multiple Linear Regression - GIS Mapping - Hydroinformatics - Environmental Risk Assessment --- # Software Used - Quarto - R - Python - QGIS - ArcGIS - Visual Studio Code - Git - GitHub --- # Reproducibility All examples included in this book are designed to be reproducible. The repository includes: - Datasets - Source code - Figures - Maps - Supplementary materials --- # Citation Please cite both: - The academic book. - The original peer-reviewed journal publication. Citation information will be updated after publication. --- # Contributing Researchers and readers are welcome to submit: - Corrections - Suggestions - Improvements - New references - Programming examples Constructive scientifi …