You would like to train a neural network to classify digits. Your network takes as input an
Question:
You would like to train a neural network to classify digits. Your network takes as input an image and outputs probabilities for each of the 10 classes, 0-9. The network’s prediction is the class that it assigns the highest probability to. From the following functions, select all that would be suitable loss functions to minimize using gradient descent:
(A) The square of the difference between the correct digit and the digit predicted by your network
(B) The probability of the correct digit under your network
(C) The negative log-probability of the correct digit under your network.
Fantastic news! We've Found the answer you've been seeking!
Step by Step Answer:
Related Book For
Artificial Intelligence A Modern Approach
ISBN: 9780134610993
4th Edition
Authors: Stuart Russell, Peter Norvig
Question Posted: