Neural Networks and Deep Learning by Charu C. Aggarwal (.PDF) (.ePUB)

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File Size: 54 MB

Neural Networks and Deep Learning: A Textbook 2nd ed. 2023 Edition by Charu C. Aggarwal (Author)
Requirements: .ePUB, .PDF reader, 54 MB
Overview: This textbook covers both classical and modern models in deep learning and includes examples and exercises throughout the chapters. Deep learning methods for various data domains, such as text, images, and graphs are presented in detail.
Where possible, an application-centric view is highlighted in order to provide an understanding of the practical uses of each class of techniques.
The second edition is substantially reorganized and expanded with separate chapters on backpropagation and graph neural networks. Many chapters have been significantly revised over the first edition.
Greater focus is placed on modern deep learning ideas such as attention mechanisms, transformers, and pre-trained language models.
Genre: Non-Fiction > Tech & Devices

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