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Machine Learning for Clean Technology: The Basics
Introduction and Learning Objectives
Introduction and Learning Objectives (3:13)
Models, Machine Learning and Clean Technology
Introducing Clean Technology or Earth Systems (6:19)
Data and Models in Clean Technology (9:36)
When is Machine Learning Used In Clean Technology? (7:29)
Machine Learning Algorithms: The Basics
Introducing Machine Learning (1:09)
Supervised Learning (8:04)
Unsupervised Learning (8:37)
Reinforcement Learning (6:33)
Errors and Uncertainties (3:40)
Hands On Problem - Identifying Land Use and Land Cover from a Satellite Image
Introducing the Example Problem: Classifying Land Use from Satellite Imagery (3:44)
Working Through the Example Problem (21:53)
Installing QGIS (5:28)
Image files for download
Hands On Problem Instructions Sheet
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When is Machine Learning Used In Clean Technology?
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