Transform raw satellite data into actionable environmental insights with this 8-course program bridging traditional remote sensing with cutting-edge machine learning. Start by learning fundamentals: understanding how satellites measure Earth, calculating vegetation indices, & working with LiDAR 3D point clouds. Progress to advanced techniques of spatial statistics, SAR processing for disaster response, & climate data analysis. Dive into machine learning with hands-on training in CNNs for land cover classification, transfer learning, & model interpretability using Grad-CAM. Master Google Earth Engine for large-scale environmental monitoring without complex infrastructure. Through practical projects, analyze forest health, detect flood extent, evaluate air quality, & track vegetation trends. Each course emphasizes real-world application, from creating elevation models to generating climate reports for ESG initiatives. Learn to handle diverse data types—multispectral, SAR, LiDAR, & climate datasets—while building confidence in analysis & communication. Whether monitoring deforestation, assessing disasters, or tracking climate indicators, gain skills essential for environmental consulting & sustainability reporting. Perfect for GIS professionals, environmental analysts, & data scientists entering Earth observation. By completion, you'll confidently process satellite imagery, apply machine learning to environmental challenges, & deliver insights supporting critical decisions.
What you'll learn
understanding satellite data measurement
calculating vegetation indices
working with LiDAR 3D point clouds
applying spatial statistics
performing SAR processing for disaster response
conducting climate data analysis
using machine learning for land cover classification
applying transfer learning
interpreting models with Grad-CAM
mastering Google Earth Engine for environmental monitoring
Course objectives
transform raw satellite data into actionable insights
analyze various types of environmental data
develop confidence in environmental analysis and communication