23.10.3. Machine Learning Models

Try these first

1. 1.

   What is machine learning?

   Hint

   Think of how computers can learn from data.

2. 2.

   Name one data type used in machine learning for seismic predictions.

   Hint

   What do we measure during an earthquake?

3. 3.

   What is one primary function of machine learning models in seismic activity?

   • To create new earthquakes
   • To predict future seismic events
   • To eliminate earthquakes

   Hint

   Think about what prediction means.

4. 4.

   True or False: Machine learning models can accurately predict all earthquakes.

   • True
   • False

   Hint

   Consider the unpredictability of nature.

5. 5.

   If you were to develop a machine learning model for earthquake prediction, which three types of data would you prioritize and why?

   Hint

   Think about what kinds of data you would trust to inform your predictions.

6. 6.

   Describe a scenario where a machine learning prediction might fail. What could be done to mitigate such risks in future applications?

   Hint

   Consider what surprises nature can throw at us.