Question

Which ones of the following statements are true? (Check all that apply.) (a) After training a neural network, you observe a large gap between the training accuracy (100%) and the test accuracy (42%). Which of the following methods is commonly used to reduce this gap? i. Generative Adversarial Networks ii. Dropout iii. Sigmoid Activation iv. RMSprop optimizer

Name: which ones of the following statements are true check all that apply a after training a neural network you observe a large gap between the training accuracy 100 and the test accuracy 42 whic 12136
Uploaded: 2024-09-08T19:16:08-08:00
Duration: 1 min 15 s
Channel: Benjamin Densmore
Description: which ones of the following statements are true check all that apply a after training a neural network you observe a large gap between the training accuracy 100 and the test accuracy 42 whic 12136

          Which ones of the following statements are true? (Check all that apply.)
(a) After training a neural network, you observe a large gap between the training accuracy (100%) and the test accuracy (42%). Which of the following methods is commonly used to reduce this gap?
i. Generative Adversarial Networks
ii. Dropout
iii. Sigmoid Activation
iv. RMSprop optimizer

Added by Michael J.

Computer Science and Information Technology

Trishna Knowledge Systems 2018 Edition

Instant Answer

Solved by Expert Benjamin Densmore

09/08/2024

Step 1

The large gap between training accuracy (100%) and test accuracy (42%) indicates that the neural network is overfitting. This means the model has learned the training data too well, including its noise and outliers, but fails to generalize to unseen data. Show more…

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Which ones of the following statements are true? (Check all that apply.) (a) After training a neural network, you observe a large gap between the training accuracy (100%) and the test accuracy (42%). Which of the following methods is commonly used to reduce this gap? i. Generative Adversarial Networks ii. Dropout iii. Sigmoid Activation iv. RMSprop optimizer