{"product_id":"principles-and-labs-for-deep-shih-chia-huang-9780323901987","title":"Principles and Labs for Deep Learning","description":"\u003cp\u003e\u003ci\u003ePrinciples and Labs for Deep Learning\u003c\/i\u003e provides the knowledge and techniques needed to help readers design and develop deep learning models. Deep Learning techniques are introduced through theory, comprehensively illustrated, explained through the TensorFlow source code examples, and analyzed through the visualization of results. The structured methods and labs provided by Dr. Huang and Dr. Le enable readers to become proficient in TensorFlow to build deep Convolutional Neural Networks (CNNs) through custom APIs, high-level Keras APIs, Keras Applications, and TensorFlow Hub. Each chapter has one corresponding Lab with step-by-step instruction to help the reader practice and accomplish a specific learning outcome.\u003c\/p\u003e \u003cp\u003eDeep Learning has been successfully applied in diverse fields such as computer vision, audio processing, robotics, natural language processing, bioinformatics and chemistry. Because of the huge scope of knowledge in Deep Learning, a lot of time is required to understand and deploy useful, working applications, hence the importance of this new resource. Both theory lessons and experiments are included in each chapter to introduce the techniques and provide source code examples to practice using them. All Labs for this book are placed on GitHub to facilitate the download. The book is written based on the assumption that the reader knows basic Python for programming and basic Machine Learning.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Shih-Chia Huang, Trung-Hieu Le\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0323901980\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780323901987\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/25\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 366\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.86lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 0.75d","brand":"Shih-Chia Huang","offers":[{"title":"Paperback","offer_id":43982473068799,"sku":"9780323901987","price":125.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_09e8c3f5-a8b8-42e7-bfe2-7ae0ebb30167.jpg?v=1683261358","url":"https:\/\/www.whiterainbookhouse.com\/products\/principles-and-labs-for-deep-shih-chia-huang-9780323901987","provider":"WR Book House","version":"1.0","type":"link"}