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Feedforward models only allow a single feedback connection.

A) True
B) False

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The initial idea for deep learning began in 2013.

A) True
B) False

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Create a diagram that describes how deep learning is aligned with representation learning, machine learning and artificial intelligence.

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Student drawings wil...

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Describe the nine steps in the development process for an ANN application.

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1. Collect, organize, and format the dat...

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Why is pretraining a deep MLP network appropriate?


A) increases the chances of a global optimum being reached
B) is necessary always necessary for this type of network
C) increases duration before global optimum is reached
D) none of these

E) B) and D)
F) None of the above

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Large ________ have greatly compensated for the lack of intimate knowledge and reduced the level of skill needed for implementing deep neural networks.

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training data sets

Cognitive computing is often used interchangeably with ________, the umbrella term used for technologies that rely on data and scientific methods/computations to make (or help/support in making) decisions.

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Machine learning is a subset of ________.

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artificial intelligence

RNN basically models a dynamic system.

A) True
B) False

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Define the term sensitivity analysis as it relates to ANNs.

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Sensitivity analysis is a meth...

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As it is being practiced today, ________ seems to be nothing but an extension of neural networks with the idea that deep learning is able to deal with more complicated tasks with a higher level of sophistication.

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Which of the following does not describe a deep feedforward network?


A) most general type of deep network
B) many layers of neurons
C) network elements are significantly different than ANN models
D) tensors are handled as input

E) A) and C)
F) A) and D)

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Deep learning is a separate branch of science from AI.

A) True
B) False

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The growth in the use of deep neural networks has been spurred by advancements in GPU hardware technology.

A) True
B) False

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Which type of a and a transfer function is described: operation increases in a line based on condition, but only after a minimum is met using an operation such as a=n if n>0, or a=0 if n<0.


A) hard limit
B) linear
C) log sigmoid
D) positive linear

E) None of the above
F) C) and D)

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D

________ uses deep learning artificial neural network algorithms (along with other AI techniques) to deliver information about the images captured by users from their nearby objects.

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________ has driven many deep learning-based text mining projects in a wide range of contexts.

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LSTM networks are typically not used for what type of data?


A) handwriting recognition
B) speech recognition
C) image recognition
D) machine translation

E) A) and C)
F) B) and C)

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Human thinking and understanding to a great extent relies on ________.

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Which deep learning framework adds support to the LuaJIT library?


A) Torch
B) Caffe
C) TensorFlow
D) Theano

E) All of the above
F) None of the above

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