{"product_id":"9781617298349","title":"TensorFlow in Action","description":"\u003ctable\u003e\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eAuthor\/Contributor(s):\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd style=\"\"\u003eGanegedara, Thushan\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003ePublisher:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd\u003eManning\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eDate:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd\u003e10\/18\/2022\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eBinding:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd style=\"\"\u003ePaperback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd style=\"\"\u003eNEW\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/tbody\u003e\u003c\/table\u003e\u003cb\u003eUnlock the TensorFlow design secrets behind successful deep learning applications! Deep learning StackOverflow contributor Thushan Ganegedara teaches you the new features of TensorFlow 2 in this hands-on guide.\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003eIn \u003ci\u003eTensorFlow in Action\u003c\/i\u003e you will learn:\u003cbr\u003e\u003cbr\u003eFundamentals of TensorFlow\u003cbr\u003eImplementing deep learning networks\u003cbr\u003ePicking a high-level Keras API for model building with confidence\u003cbr\u003eWriting comprehensive end-to-end data pipelines\u003cbr\u003eBuilding models for computer vision and natural language processing\u003cbr\u003eUtilizing pretrained NLP models\u003cbr\u003eRecent algorithms including transformers, attention models, and ElMo\u003cbr\u003e\u003cbr\u003eIn \u003ci\u003eTensorFlow in Action\u003c\/i\u003e, you'll dig into the newest version of Google's amazing TensorFlow framework as you learn to create incredible deep learning applications. Author Thushan Ganegedara uses quirky stories, practical examples, and behind-the-scenes explanations to demystify concepts otherwise trapped in dense academic papers. As you dive into modern deep learning techniques like transformer and attention models, you’ll benefit from the unique insights of a top StackOverflow contributor for deep learning and NLP.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the technology\u003c\/b\u003e\u003cbr\u003eGoogle’s TensorFlow framework sits at the heart of modern deep learning. Boasting practical features like multi-GPU support, network data visualization, and easy production pipelines using TensorFlow Extended (TFX), TensorFlow provides the most efficient path to professional AI applications. And the Keras library, fully integrated into TensorFlow 2, makes it a snap to build and train even complex models for vision, language, and more.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the book\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eTensorFlow in Action\u003c\/i\u003e teaches you to construct, train, and deploy deep learning models using TensorFlow 2. In this practical tutorial, you’ll build reusable skill hands-on as you create production-ready applications such as a French-to-English translator and a neural network that can write fiction. You’ll appreciate the in-depth explanations that go from DL basics to advanced applications in NLP, image processing, and MLOps, complete with important details that you’ll return to reference over and over.\u003cbr\u003e\u003cbr\u003eWhat's inside\u003cbr\u003e\u003cbr\u003eCovers TensorFlow 2.9\u003cbr\u003eRecent algorithms including transformers, attention models, and ElMo\u003cbr\u003eBuild on pretrained models\u003cbr\u003eWriting end-to-end data pipelines with TFX\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the reader\u003c\/b\u003e\u003cbr\u003eFor Python programmers with basic deep learning skills.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the author\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eThushan Ganegedara\u003c\/b\u003e is a senior ML engineer at Canva and TensorFlow expert. He holds a PhD in machine learning from the University of Sydney.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003ePART 1 FOUNDATIONS OF TENSORFLOW 2 AND DEEP LEARNING\u003cbr\u003e1 The amazing world of TensorFlow\u003cbr\u003e2 TensorFlow 2\u003cbr\u003e3 Keras and data retrieval in TensorFlow 2\u003cbr\u003e4 Dipping toes in deep learning\u003cbr\u003e5 State-of-the-art in deep learning: Transformers\u003cbr\u003ePART 2 LOOK MA, NO HANDS! DEEP NETWORKS IN THE REAL WORLD\u003cbr\u003e6 Teaching machines to see: Image classification with CNNs\u003cbr\u003e7 Teaching machines to see better: Improving CNNs and making them confess\u003cbr\u003e8 Telling things apart: Image segmentation\u003cbr\u003e9 Natural language processing with TensorFlow: Sentiment analysis\u003cbr\u003e10 Natural language processing with TensorFlow: Language modeling\u003cbr\u003ePART 3 ADVANCED DEEP NETWORKS FOR COMPLEX PROBLEMS\u003cbr\u003e11 Sequence-to-sequence learning: Part 1\u003cbr\u003e12 Sequence-to-sequence learning: Part 2\u003cbr\u003e13 Transformers\u003cbr\u003e14 TensorBoard: Big brother of TensorFlow\u003cbr\u003e15 TFX: MLOps and deploying models with TensorFlow","brand":"Manning","offers":[{"title":"Default Title","offer_id":48172273631487,"sku":"9781617298349","price":69.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0452\/0886\/2873\/files\/Jacket_d424434f-1d5d-4003-b37a-25fff524446b.jpg?v=1771253721","url":"https:\/\/massivebookshop.com\/products\/9781617298349","provider":"MASSIVE BOOKSHOP","version":"1.0","type":"link"}