{"product_id":"deep-learning-adaptive-computation-and-machine-learning-series","title":"Deep Learning: Foundations of Adaptive Computation and Machine Learning","description":"\u003cp\u003eDeep Learning (Adaptive Computation and Machine Learning Series) by Ian Goodfellow, Yoshua Bengio, and Aaron Courville is an English-language computer science and artificial intelligence textbook published by MIT Press.\u003c\/p\u003e\n\u003cp\u003eWidely regarded as the definitive textbook on the subject, this comprehensive volume presents both the mathematical foundations and practical concepts of modern artificial intelligence. The text covers applied mathematics and machine learning basics, including linear algebra, probability theory, numerical computation, and fundamental machine learning principles.\u003c\/p\u003e\n\u003cp\u003eThe book explores deep networks in research and industry, detailing deep feedforward networks, regularization, optimization for training deep models, convolutional networks (CNNs), sequence modeling (RNNs), representation learning, autoencoders, and generative adversarial networks (GANs).\u003c\/p\u003e\n\u003cp\u003eSuitable for university students, AI researchers, software engineers, data scientists, and technology professionals, this foundational text serves as an essential manual for understanding the mechanics of deep learning.\u003c\/p\u003e\n\u003ch3\u003eTopics Covered\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003eMathematical foundations: Linear algebra, probability, information theory, and numerical computation\u003c\/li\u003e\n\u003cli\u003eFundamental machine learning concepts and optimization algorithms\u003c\/li\u003e\n\u003cli\u003eDeep feedforward networks, regularization, and training methodologies\u003c\/li\u003e\n\u003cli\u003eConvolutional Neural Networks (CNNs) and Sequence Modeling (RNNs)\u003c\/li\u003e\n\u003cli\u003eAutoencoders, representation learning, and deep generative models\u003c\/li\u003e\n\u003cli\u003eFrontiers in deep learning research and practical AI applications\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eProduct Details\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003eAuthor: Ian Goodfellow; Yoshua Bengio; Aaron Courville\u003c\/li\u003e\n\u003cli\u003ePublisher: MIT Press\u003c\/li\u003e\n\u003cli\u003eSeries: Adaptive Computation and Machine Learning Series\u003c\/li\u003e\n\u003cli\u003eTitle: Deep Learning\u003c\/li\u003e\n\u003cli\u003eFormat: Hardcover\u003c\/li\u003e\n\u003cli\u003eISBN-13: 9780262035613\u003c\/li\u003e\n\u003cli\u003eISBN-10: 0262035618\u003c\/li\u003e\n\u003cli\u003eCategory: Computer Science \/ Artificial Intelligence\u003c\/li\u003e\n\u003cli\u003eSubject: Deep Learning and Machine Learning\u003c\/li\u003e\n\u003cli\u003eLanguage: English\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eProduct Type\u003c\/h3\u003e\n\u003cp\u003eComputer Science \u0026amp; AI Technical Book\u003c\/p\u003e","brand":"Abraxas Books","offers":[{"title":"Default Title","offer_id":44087758848074,"sku":null,"price":53.95,"currency_code":"BDT","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0725\/6195\/0794\/files\/deep-learning-adaptive-computation-and-machine-learning-series.jpg?v=1787197114","url":"https:\/\/abraxasbooks.com\/products\/deep-learning-adaptive-computation-and-machine-learning-series","provider":"Abraxas Books","version":"1.0","type":"link"}