{"product_id":"mathematics-in-deep-learning-yin-yang-9798196989476","title":"Mathematics in Deep Learning: CNNs, Transformers, Diffusion Models, and LLMs","description":"\u003cp\u003e\u003cb\u003eMathematics in Deep Learning\u003c\/b\u003e is a practical textbook for readers who have seen neural networks in code and want the mathematics behind them to feel usable, explanatory, and connected to practice.\u003c\/p\u003e\u003cp\u003eThe book builds the habits that make deep learning easier to reason about: tracking tensor shapes, reading models as parameterized functions, connecting losses to data, understanding optimization, and checking whether learned rules will behave well away from the training examples.\u003c\/p\u003e\u003cp\u003eTopics move from foundations to modern systems, including tensors, probability, empirical risk, convolution, backpropagation, CNN architecture, transfer learning, embeddings, sequence models, attention, transformers, autoregressive modeling, reinforcement learning, preference optimization, training theory, vision-language models, object detection, segmentation, generative modeling, speech recognition, and speech generation.\u003c\/p\u003e\u003cp\u003eEach chapter uses running examples, compact derivations, figures, exercises, and companion SymPy or numerical code to keep the mathematics tied to inspectable computations.\u003c\/p\u003e\u003cp\u003eFor students, engineers, and self-study readers who want to understand deep learning models more clearly, not just run them.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Yin Yang\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798196989476\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/15\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 548\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.76lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 1.11d","brand":"Yin Yang","offers":[{"title":"Paperback","offer_id":48801537327359,"sku":"9798196989476","price":29.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/mathematics-in-deep-learning-yin-yang-9798196989476","provider":"WR Book House","version":"1.0","type":"link"}