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NEW QUESTION: 1
BESTがバイナリについて説明している次のステートメントはどれですか？
A. ストレージの測定単位を表すために使用される表記法
B. 「オン」または「オフ」状態を表すために使用される表記システム
C. インターネットプロトコルのアドレス指定を表すために使用される表記法システム
D. メディアアクセス制御を表すために使用される表記システム
Answer: B
NEW QUESTION: 2
Which of the following is a modular component within the Cisco Enterprise Campus module in the Cisco Enterprise Architecture framework?
A. E-Commerce
B. Internet Connectivity
C. WAN/MAN Site-to-Site VPN
D. Building Distribution
E. Teleworker
Answer: D
NEW QUESTION: 3
Suppose you have a dataset of images that are each labeled as to whether or not they contain a human face. To create a neural network that recognizes human faces in images using this labeled dataset, what approach would likely be the most effective?
A. Build a neural network with an input layer of pixels, a hidden layer, and an output layer with two categories.
B. Use feature engineering to add features for eyes, noses, and mouths to the input data.
C. Use deep learning by creating a neural network with multiple hidden layers to automatically detect features of faces.
D. Use K-means Clustering to detect faces in the pixels.
Answer: C
Explanation:
Traditional machine learning relies on shallow nets, composed of one input and one output layer, and at most one hidden layer in between. More than three layers (including input and output) qualifies as "deep" learning. So deep is a strictly defined, technical term that means more than one hidden layer.
In deep-learning networks, each layer of nodes trains on a distinct set of features based on the previous layer's output. The further you advance into the neural net, the more complex the features your nodes can recognize, since they aggregate and recombine features from the previous layer.
A neural network with only one hidden layer would be unable to automatically recognize high-level features of faces, such as eyes, because it wouldn't be able to "build" these features using previous hidden layers that detect low-level features, such as lines.
Feature engineering is difficult to perform on raw image data.
K-means Clustering is an unsupervised learning method used to categorize unlabeled data.
Reference: https://deeplearning4j.org/neuralnet-overview