Demonstrate your understanding of Assembly in relation to other languages, your ability to apply existing ARM64 assembly mnemonics and techniques to a specific purpose, and to demonstrate the ability to….
what is the output of the neural network .?what is the output of the neural network .?
CSE 5160 Machine Learning (Spring 2021) Assignment #4 (Due on April 23, 2021)
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Given a neural network, the structure is shown below. Each neuron in the neural network uses the logistic or sigmoid function () = !
!” $!” as activation function. %
[‘] is the output of the
linear part of )* neuron in layer ; % [‘] is the output of the activation part of )* neuron in layer .
1. [20 points] (Forward propagation) Given a training example (�⃗�, ), ∈ ℝ+, what is the
output of the neural network .?
2. [50 points] (Backpropagation) The loss function is defined by logistic loss function (.,) =
−[. + (1 − )(1 − .)] . Please derive the partial derivatives of loss function with
respect to parameters in the stochastic gradient descent update rules, that is, derive ,- ,.[$]
, = 1,2,3.
! [!] !
0 [!] 0
1 [!] 1
!  !
0  0
!  !