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Advances in Deep Learning

Advances in Deep Learning

Autorzy
Wydawnictwo Springer, Berlin
Data wydania
Liczba stron 149
Forma publikacji książka w twardej oprawie
Język angielski
ISBN 9789811367939
Kategorie Sztuczna inteligencja
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Opis książki

This book introduces readers to both basic and advanced concepts in deep network models. It covers state-of-the-art deep architectures that many researchers are currently using to overcome the limitations of the traditional artificial neural networks. Various deep architecture models and their components are discussed in detail, and subsequently illustrated by algorithms and selected applications. In addition, the book explains in detail the transfer learning approach for faster training of deep models; the approach is also demonstrated on large volumes of fingerprint and face image datasets. In closing, it discusses the unique set of problems and challenges associated with these models.

Advances in Deep Learning

Spis treści

Preface.- Introduction to Deep Learning.- Basic Deep Learning Models.- Training Basic Deep Learning Models.- Optimising Deep Learning Models.- Application of Deep Learning in Classification.- Application of Deep Learning in Segmentation.- Application of Deep Learning in Face Recognition.- Application of Deep Learning in Fingerprint Recognition.- Author's Index.

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