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Complete Earth Engine with Python API Bootcamp
Introduction to Earth Engine Python API and Colab
Welcome
Google Colab (5:35)
Get Started with Earth Engine (3:14)
Sign Up for Earth Engine Account (3:38)
Sign Up Form
Quiz - What is EE
Load DEM Data (3:35)
Load Landsat (5:13)
Download Geospatial Data
Download NDVI Image and Collection (13:51)
Export Landsat Images (6:46)
Satellite Spectral Indices
NDVI (11:22)
EVI (17:09)
Spectral Unmixing (10:28)
Quiz-What is NDVI?
Quiz - NDVI
Mapping Raster Data
Landsat Visualization (16:16)
MODIS Land Cover Visualization (14:48)
NDVI Visualization (11:29)
NLCD Land Cover Visualization (7:27)
Course Feedback
Course Feedback
Mapping Vector Data
USA States (6:08)
USA Counties (17:08)
Internatinal Boundaries (11:38)
Working with Images
Clipping (10:41)
Image Metadata (13:18)
Band Math (15:20)
Calculate MODIS NDVI (9:46)
Working with Image Collection
Clip Image Collection (9:28)
Landsat Simple Composite (7:38)
Filtering Calendar Day of Year (11:16)
Satellite Image Proccesing
Compositing (10:27)
Mosaicing (9:51)
Convolutions (10:19)
Edge Detection (9:22)
Resampling (4:23)
Satellite Image Classification and Machine Learning
Clustering Egypt (17:53)
Clustering Swaziland (14:58)
Supervised Classification (CART) - Landsat (18:54)
Supervised Classification (CART) Landsat with Training Data (8:49)
Supervised Classification (RF) - Landsat with Training Data (6:44)
Supervised Classification (RF) - Landsat with ESRI Land Cover (18:51)
Supervised Classification - Support Vector Machine (SVM) (22:11)
Forest Monitoring
Global Forest Non Forest Map (4:12)
Global Forest Cover (5:02)
National Forest Cover (5:46)
Forest Gain and Loss (7:37)
MODIS Burned Area (4:43)
Water Resources
Global Surface Water Map (18:02)
Conclusion
Conclusion
Supervised Classification (RF) - Landsat with ESRI Land Cover
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