Earth Engine Machine Learning
Duration: 2 Days
Description
The Earth Engine Machine Learning course will focus on advanced Machine Learning capabilities. Best practices for Machine Learning for Earth Observations will be presented along with the ML features of Earth Engine and the broader Google Cloud Platform.
Prerequisites
- Earth Engine Fundamentals or equivalent skills
Topics
- ML in Earth Engine Overview
- ML best practices
- Training Data
- Validating Data
- Supervised Classification
- Unsupervised Classification
- Tensorflow API
- Exporting Tensorflow records
- Neural Segmentation
- Designing Deep Neural Network Models
- Designing Full Convolution Neural Network Models
- Image classification through ML
Practical exercises
- TBC