3.11. Advanced Processing Techniques

Try these first

1. 1.

   What is Machine Learning?

   Hint

   Think about how computers learn without explicit programming.

2. 2.

   Name one application of Google Earth Engine.

   Hint

   Think about monitoring environmental changes.

3. 3.

   What is the main advantage of using Machine Learning in satellite image classification?

   • Manual data processing
   • Automated learning
   • Increased errors

   Hint

   Consider how computers can 'learn' patterns in data.

4. 4.

   True or False: Google Earth Engine provides restricted access to satellite data.

   • True
   • False

   Hint

   Think about whether access is limited or widespread.

5. 5.

   Discuss the trade-offs between using traditional image processing techniques versus advanced machine learning methods for classifying satellite images.

   Hint

   Consider the effort involved in crafting features manually versus automatic learning.

6. 6.

   Design a research proposal that utilizes Google Earth Engine for a project assessing urban heat islands over time using satellite imagery.

   Hint

   Think about the factors contributing to heat islands and what metrics you would measure.