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ndvi-analysis

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Geospatial machine learning pipeline to detect and quantify urban expansion in Surat (India) using multi-temporal Landsat imagery. Implements NDVI/NDBI-based weak supervision, Random Forest classification, confidence-filtered change detection, and directional growth analysis.

  • Updated Apr 17, 2026
  • Python

Contains cleaned data and analysis scripts for a multi‐site woodland restoration study, focusing on key indicators—microbial biomass carbon (µg/g), PLFA community, total organic carbon (TOC) and soil pH. It provides summary statistics, ANOVA tests and visualisation workflows to compare soil health and microbial dynamics across restoration ages.

  • Updated May 11, 2025
  • Jupyter Notebook

AI-Based Deforestation Monitoring System Using Satellite Image Analysis uses satellite imagery, Google Earth Engine, and AI to detect illegal deforestation by comparing images from different time periods. It automatically analyzes vegetation changes and provides accurate forest loss reports to help forest authorities monitor and protect forests eff

  • Updated Jul 6, 2026
  • Python

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