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Kindly explain properly in detail. why Ein is random? why Eout is unknown?

Kindly explain properly in detail. why Ein is random? why Eout is unknown?

Computer Networking: A Top-Down Approach (7th Edition)
Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
Section: Chapter Questions
Problem R1RQ: What is the difference between a host and an end system? List several different types of end...
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Kindly explain properly in detail.

why Ein is random? why Eout is unknown?

 
Consider evaluating one hypothesis in a binary classification problem, let the error rate evaluated on N training samples be Ein (N), and the true generalisation error be Eout - Which of the following statement do you agree? O Ein (N) is a constant, which can be computed using any dataset of N samples. Ein(N) is a random quantity, which varies with the data. I.e. in a different experiment with N training samples, Ein(N) will change. Correct. Eout is a constant. It can be computed if there are sufficient computational resources (such as CPU hours). V Emut is an unknown constant, which cannot be computed. Correct.
Transcribed Image Text:Consider evaluating one hypothesis in a binary classification problem, let the error rate evaluated on N training samples be Ein (N), and the true generalisation error be Eout - Which of the following statement do you agree? O Ein (N) is a constant, which can be computed using any dataset of N samples. Ein(N) is a random quantity, which varies with the data. I.e. in a different experiment with N training samples, Ein(N) will change. Correct. Eout is a constant. It can be computed if there are sufficient computational resources (such as CPU hours). V Emut is an unknown constant, which cannot be computed. Correct.
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