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Udemy Python for Spatial Data Analysis with Earth Engine and QGIS

Video Introducing this tutorial


Introduction to Earth Engine Python API :
Sign Up on Earth Engine
Install Earth Engine Plugin in QGIS
Load Landsat Images
Calculate NDVI
Map Image Collection
Landsat Cloud Mask

Geospatial Data Visualization :
Earth Observation Satellites
Landsat Visualization
MODIS Land Cover Visualization
NLCD Land Cover Visualization
NDVI Visualization
NDWI Visualization
Terrain Visualization

Access Raster Data Using Earth Engine Python API :
Sentinel
CHIRPS
VIIRS Nighttime Light
MODIS NDVI

Images in Earth Engine Python API :
Download
Clipping
Image Metadata

Machine Learning in Earth Engine Python API :
Clustering
CART Classification

Advanced Algorithms :
Spectral Unmixing
Linear Regression
Object-based Detection
SMAP Soil Moisture

Final Project :
Final Project

Bonus Lecture:
Bonus Lecture