题目
题目

EE599-001/EE699-001 Quiz 1 - Overvw

多项填空题

The two main layer types in deep neural nets are the [Fill in the blank], layer and the [Fill in the blank], . 

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思路分析
In this question, the prompt asks to identify the two main layer types in deep neural nets and fill in the blanks accordingly. Option 1 corresponds to the first blank: 'linear'. A linear layer refers to a dense or fully connected (affine) transformation, typically of the form Wx + b, which forms t......Login to view full explanation

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Which of the following statements about Neural Network (NN) is correct?

  Which of the following correctly describes a feedforward neural network?   I All of its units, called neurons, in a hidden layer are connected to all of the units in a previous layer.  II Its goal is to approximate a function 𝑓 ( 𝑋 ) of the input 𝑋 to get an output 𝑦 . III Feedforward refers to the direction of the information flows through the function being evaluated from 𝑋 up to the output 𝑦 . IV They have feedback connections where the output of a certain layer is fed back to itself, making them the best choice for modeling time series.  

  What is true regarding the neural network family of algorithms?   I Neural Networks can have at most two hidden layers. II Neural Network training involves the computation of several partial derivatives of the error function concerning the model parameters.  III Neural Networks can be used as a supervised and an unsupervised method. IV Neural Networks can be used only as a supervised method.  

  What is true regarding an Autoencoder (AE)?   I It is a neural network with a specific structure. II It is an unsupervised learning algorithm. III It is an algorithm to train a regression tree. IV It is a supervised learning algorithm.  

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