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Titlebook: Deep Learning Foundations; Taeho Jo Book 2023 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature

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Convolutional Neural Networkse convolutional neural networks in Chap. .. The pooling layers and the convolution layers are added as the feature extraction part to the MLP. There are two parts in the architecture of the convolutional neural networks: the feature extraction which is the alternative layers of the pooling and the l
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Index Expansionocess of adding more words which are relevant to ones in an input text. In the index expansion process, an input text is indexed into a list of words, their associated words are retrieved from external sources, and they are added to the list of words. There are three groups of words in indexing a te
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Text Summarizationrts as the summary. In the process of the text summarization, a text is partitioned into paragraphs, and important ones among them are selected as its summary. The text summarization is viewed as mapping a text into a hidden text in implementing the textual deep learning. This section is intended to
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Design for Six Sigma+Lean Toolsethich partitions the training set into subsets and the vertical partition which partitions the attribute set. This chapter is intended to describe the ensemble learning as an advanced type of advanced learning.
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Ensemble Learninghich partitions the training set into subsets and the vertical partition which partitions the attribute set. This chapter is intended to describe the ensemble learning as an advanced type of advanced learning.
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Supervised Learningles, each of which is labeled with its own target output, and the given learning algorithm are trained with them. Supervised learning algorithms are applied to classification and regression. This chapter is intended to review the supervised learning as a kind of swallow learning, before studying the deep learning.
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Multiple Layer Perceptronnected to its next layer with the feedforward direction, and the weights are updated in its learning process in the backward direction. This chapter is intended to describe the MLP with respect to the architecture, the computation process, and the learning process.
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