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Deep Learning · End Term · May 2023 · FN

Deep Learning · End Term · May 2023 FN

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Question 75 MCQ · 2.0 marks

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0
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-6
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6
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7
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-7

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Question 76 MCQ · 2.0 marks

Consider the statement “the attention mechanism in RNN based Encoder- Decoder architecture helps the decoder to understand the context of words in a given sentence”. The statement is
6406532049952.
True
6406532049953.
False

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Question 77 MSQ · 3.0 marks

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Question 78 MSQ · 3.0 marks

Suppose that we have a deep Feed Forward Fully Connected Neural Network. The network is observed to have a high variance. Then, which of the following techniques regularize the parameter of the network to reduce the high variance ?
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Adding L2 norm of weights to the loss function
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Adding a noise to the input samples
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Adding a noise to the output prediction
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Adding more samples to the dataset by augmenting existing samples using some augmentation techniques
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Dropping hidden layers in a neural network randomly during training

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Question 79 NAT · 3.0 marks

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Question 80 NAT · 3.0 marks

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Question 81 NAT · 3.0 marks

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Question 82 NAT · 3.0 marks

Consider a simple RNN for a binary sequence classification problem.
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Question 83 NAT · 2.0 marks

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Based on the above data, answer the given subquestions.
How many neurons are there in the network. Every neuron in the network has bias associated with it? Note: A neuron is a computation unit that takes in some inputs and produce an output.

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Question 84 NAT · 2.0 marks

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Based on the above data, answer the given subquestions.
How many learnable parameters (including bias) does the network have? Assume dropout regularization is applied.

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Question 85 MCQ · 1.0 marks

Source diagram or notation
Based on the above data, answer the given subquestions.
For the given neural network configuration, we can replace the output layer with softmax activation by logistic sigmoid and still use cross entropy loss. The statement is
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True
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False

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Question 86 NAT · 2.0 marks

Consider a sentence inside the quote “I may be wrong, and you may be right, and by an effort, we may get nearer to the truth” Based on the above data, answer the given subquestions.
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Question 87 NAT · 3.0 marks

Consider a sentence inside the quote “I may be wrong, and you may be right, and by an effort, we may get nearer to the truth” Based on the above data, answer the given subquestions.
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Question 88 MCQ · 5.0 marks

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Question 89 MCQ · 3.0 marks

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True, due to the presence of noise in the target
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True, due to the high variance of the prediction model
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False, due to the high variance of the prediction model
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False, due to zero mean of the noise added to the target

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Question 90 MCQ · 5.0 marks

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Based on the above data, answer the given subquestions.
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Question 91 MSQ · 5.0 marks

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Based on the above data, answer the given subquestions.
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      **SPG** **Section Id :** 64065341413 **Section Number :** 5 **Section type :** Online **Mandatory or Optional :** Mandatory **Number of Questions :** 33 **Number of Questions to be attempted :** 33 **Section Marks :** 40 **Display Number Panel :** Yes **Section Negative Marks :** 0 **Group All Questions :** No **Enable Mark as Answered Mark for Review and** Yes **Clear Response :** **Maximum Instruction Time :** 0

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