{"product_id":"neural-networks-and-deep-learning-a-textbook-2nd-edition","title":"Neural Networks and Deep Learning: A Textbook, 2nd Edition","description":"\u003cp\u003e\u003cstrong\u003ePublisher:\u003c\/strong\u003e Springer\u003cbr\u003e\n\u003cstrong\u003eCondition:\u003c\/strong\u003e New\u003cbr\u003e\n\u003cstrong\u003eISBN-13:\u003c\/strong\u003e 9783031296444\u003cbr\u003e\n\u003cstrong\u003eAuthor:\u003c\/strong\u003e Charu C. Aggarwal\u003cbr\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e Hardcover\u003c\/p\u003e\n\n\u003cp\u003eThis is the second edition of Charu C. Aggarwal's graduate-level textbook on neural networks, published by Springer. It presents the field as a coherent body of theory rather than a catalogue of tools, and is written for readers who want to understand why the methods work.\u003c\/p\u003e\n\n\u003cp\u003eCoverage moves from the classical foundations of neural computation through backpropagation and training practice to the architectures that define modern deep learning, including convolutional networks, recurrent and sequence models, autoencoders, reinforcement learning, and generative approaches. Chapters pair the mathematics with worked discussion of how each family of models behaves.\u003c\/p\u003e\n\n\u003cp\u003eSuited to graduate and advanced undergraduate coursework in machine learning, and to practitioners and researchers who want a durable reference on the theory behind the systems they build.\u003c\/p\u003e","brand":"Book Valley USA","offers":[{"title":"Default Title","offer_id":45948872982588,"sku":null,"price":58.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0717\/0310\/1500\/files\/9783031296444.jpg?v=1785837248","url":"https:\/\/bookvalleyusa.com\/products\/neural-networks-and-deep-learning-a-textbook-2nd-edition","provider":"BookValley USA","version":"1.0","type":"link"}