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Shallow and Deep Learning Principles

Scientific, Philosophical, and Logical Perspectives

Paperback Engels 2024 9783031295577
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Samenvatting

This book discusses Artificial Neural Networks (ANN) and their ability to predict outcomes using deep and shallow learning principles. The author first describes ANN implementation, consisting of at least three layers that must be established together with cells, one of which is input, the other is output, and the third is a hidden (intermediate) layer. For this, the author states, it is necessary to develop an architecture that will not model mathematical rules but only the action and response variables that control the event and the reactions that may occur within it. The book explains the reasons and necessity of each ANN model, considering the similarity to the previous methods and the philosophical - logical rules.

Specificaties

ISBN13:9783031295577
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing

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Inhoudsopgave

Introduction.- Philosophical and Logical Principles in Science.- Uncertainty and Modeling Principles.- Mathematical Modeling Principles.- Genetic Algorithm.- Artificial Neural Networks.- Artıfıcıal Intellıgence.- Machıne Learnıng.- Deep Learning.- Conclusion.<p></p>

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        Shallow and Deep Learning Principles