Coral Reef Mapping and Monitoring Using Remote Sensing with Machine Learning

Coral Reef Mapping and Monitoring Using Remote Sensing with Machine Learning | Complete Tutorial Coral reefs are among the most sensitive marine ecosystems on Earth 🌊🐠 — and monitoring them is critical for climate resilience and sustainable coastal management. In this tutorial, you’ll learn how to perform Coral Reef Mapping and Monitoring using Remote Sensing and Machine Learning techniques. We’ll explore how to process satellite imagery (Sentinel-2 / Landsat), apply spectral indices, prepare training datasets, and use supervised machine learning algorithms such as Random Forest or SVM for accurate reef classification. This workflow is ideal for marine habitat mapping, coral bleaching assessment, coastal ecosystem monitoring, and climate impact studies. 🔥 What You’ll Learn: ✔ Introduction to Coral Reef Remote Sensing ✔ Selecting Suitable Satellite Data (Sentinel-2 / Landsat) ✔ Preprocessing & Cloud Masking ✔ Water Column Correction Basics ✔ Spectral Indices for Shallow Water Mapping ✔ Training Data Preparation ✔ Machine Learning Classification (Random Forest / SVM) ✔ Accuracy Assessment & Validation ✔ Coral Reef Change Monitoring ✔ Exporting Results for GIS Analysis 🌍 Why Coral Reef Monitoring Matters? Remote sensing allows you to: Detect coral bleaching events Monitor reef degradation Map marine habitats at large scale Support conservation planning Assess climate change impacts Machine learning improves classification accuracy and automation for long-term reef monitoring. 🛰️ Datasets Covered: Sentinel-2 Surface Reflectance Landsat Collection Optional: Bathymetry & Coastal Data 🎯 Who Should Watch? Marine Researchers GIS & Remote Sensing Students Environmental Scientists Coastal Managers Climate Researchers 📌 SEO Keywords: coral reef mapping remote sensing, coral reef machine learning classification, Sentinel-2 coral reef monitoring, marine habitat mapping GIS, coral bleaching satellite detection, coastal ecosystem monitoring using ML, supervised classification coral reefs, remote sensing marine mapping tutorial. 👍 Support the Channel: Like 👍 Comment 💬 Subscribe 🔔 Share with marine researchers 🌊 #CoralReef #RemoteSensing #MachineLearning #GIS #Sentinel2 #MarineMapping #CoastalMonitoring #SatelliteData #EnvironmentalScience