Module 3: Machine Learning and Supervised Classification - End-to-End GEE

Описание: This video is part of our End-to-End Google Earth Engine course. Access the full course material at https://courses.spatialthoughts.com/e...

View the Presentation at https://docs.google.com/presentation/...

See the Module 3 content at https://courses.spatialthoughts.com/e...

Video Contents:
00:00:00 Introduction to Machine Learning and Supervised Classification
00:29:07 Basic Supervised Classification
00:54:43 Accuracy Assessment
01:14:17 k-Fold Cross Validation
01:20:55 Improving the Classification
01:39:07 Exporting Classification Results
01:59:19 Calculating Area
02:15:52 Hyperparameter Tuning
02:26:26 Post-processing Classification Results
02:33:41 Assignment 3
02:36:40 Advanced Techniques for Geospatial Machine Learning
02:37:35 Adding Spatial Context
02:45:35 Modeling Time-Series for Classification
02:57:06 Principal Component Analysis (PCA)

Note: Certification and Support are only available for participants in our paid instructor-led classes.