Q. The value of the learning rate parameter in a Multi-layer Feed Forward Neural Network(MLFFNN) ranges between :

A
0-1
B
0-10
C
0.1-0.5
D
1-100
Solution:
  • If the learning rate is low, then training is more reliable, but optimization will take a lot of time because steps towards the minimum of the loss function are tiny.

  • If the learning rate is high, then training may not converge or even diverge. Weight changes can be so big that the optimizer overshoots the minimum and makes the loss worse

  • We might start with a large value like 0.1, then try exponentially lower values: 0.01, 0.001, etc.

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