neural networks and deep learning a textbook 1st edition by charu c aggarwal pdf bwwz

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==> neural networks and deep learning a textbook 1st edition by charu c aggarwal pdf <==

"Neural Networks and Deep Learning" by Charu C. Aggarwal is a comprehensive textbook that explores the fundamental concepts and techniques of neural networks and deep learning. This first edition delves into the architecture of neural networks, including feedforward networks, convolutional networks, and recurrent networks, explaining how these models are designed, trained, and applied in various domains. Aggarwal covers essential topics such as activation functions, loss functions, optimization algorithms, and regularization methods, providing a solid foundation for understanding the underlying mathematics and algorithms. The book also emphasizes practical applications of deep learning in areas like computer vision, natural language processing, and speech recognition. With numerous examples and exercises, it serves both as a valuable resource for students and a reference for professionals looking to deepen their knowledge in this rapidly evolving field. The integration of theoretical concepts with practical implementations makes it an ultimate guide for anyone interested in harnessing the power of neural networks and deep learning in their work.