ExamVeda
Login
Home
This question belongs to Computer Science Machine Learning
Machine Learning
?

Assume that you are given a data set and a neural network model trained on the data set. You are asked to build a decision tree model with the sole purpose of understanding/interpreting the built neural network model. In such a scenario, which among the following measures would you concentrate most on optimising?

Answer & Solution
Correct Answer: Option C
In this scenario, the primary goal is to understand or interpret the neural network model using a decision tree. Fidelity measures how faithfully the decision tree model represents the behavior of the neural network model. It calculates the fraction of instances on which both models provide the same output. Therefore, optimizing Option C ensures that the decision tree model accurately reflects the predictions of the neural network model, aiding in its interpretation.
Examveda
Question posted by Examveda
Community

Join the Discussion

No comments yet Be the first to discuss this question.