ML_Geospatial_Analysis

Tutorial code for geospatial analysis using machine learning techniques

Project created by Dr. Azad Rasul
Email: azad.rasul@soran.edu.iq

Introduction

This repository contains a collection of scripts demonstrating various applications and techniques in geospatial analysis, machine learning, and data processing. Each section provides code examples for different tasks, including data normalization, clustering, classification, and more.

Table of Contents

1. Data Normalization and Feature Extraction
2. Applying K-means Clustering
3. Random Forest Classifier
4. Building a CNN with Keras
5. ARIMA Model for Time Series Forecasting
6. Anomaly Detection with Isolation Forest
7. Geospatial Data Manipulation with GeoPandas and Folium
8. Geospatial Clustering with K-means
9. Spatial Join with GeoPandas
10. Kriging Interpolation
11. Time-Series Geospatial Data
12. Digital Elevation Model (DEM) Visualization
13. Terrain Slope Calculation
14. Terrain Aspect Calculation
15. Edge Detection on Satellite Images
16. LSTM Model for Time Series Prediction

Usage

1. Clone this repository:

   git clone https://github.com/yourusername/yourrepository.git

2. Install the required libraries:

   pip install numpy pandas scikit-learn matplotlib keras statsmodels geopandas folium pykrige rasterio scipy

3. Navigate to the project directory:

   cd yourrepository

4. Run the scripts according to your needs. Each script contains detailed comments and instructions.

Contributing

Feel free to contribute to this project by submitting pull requests or opening issues. Your contributions and feedback are welcome!

License

This project is licensed under the MIT License - see the LICENSE file for details.

Citation

If you use this repository in your research or projects, please cite it as follows:

@misc{rasul2024ml_geospatial_analysis, author = {Dr. Azad Rasul}, title = {ML_Geospatial_Analysis: Tutorial code for geospatial analysis using machine learning techniques}, year = {2024}, url = https://github.com/Azad77/ML_Gespatial_Analysis