32.7.1. Support Vector Machines (SVM)

Try these first

1. 1.

   What does SVM stand for?

   Hint

   Think about what kind of type of machine it is related to.

2. 2.

   What is the main purpose of SVMs in civil engineering?

   Hint

   Consider how these tasks relate to construction.

3. 3.

   What does SVM stand for?

   • Support Vector Machine
   • Support Variable Model
   • Support Vector Model

   Hint

   Consider the terminology often used in machine learning.

4. 4.

   True or False: SVMs can only be used for classification tasks.

   • True
   • False

   Hint

   Recall how SVMs operate.

5. 5.

   Consider a dataset with various types of soil samples and their characteristics. How would you implement an SVM to classify these samples? Discuss the necessary steps and potential challenges.

   Hint

   Think of the workflow from data collection to model evaluation.

6. 6.

   Imagine you are tasked with predicting slope failures in a mountainous area prone to landslides. What features would you consider for your SVM model, and how would you assess its accuracy?

   Hint

   What external factors might you include in your model?