{"product_id":"9781617298349","title":"TensorFlow in Action","description":"\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\u003e    Fundamentals of TensorFlow\u003cbr\u003e     Implementing deep learning networks\u003cbr\u003e     Picking a high-level Keras API for model building with confidence\u003cbr\u003e     Writing comprehensive end-to-end data pipelines\u003cbr\u003e     Building models for computer vision and natural language processing\u003cbr\u003e     Utilizing pretrained NLP models\u003cbr\u003e     Recent algorithms including transformers, attention models, and ElMo\u003cbr\u003e \u003cbr\u003e In \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 Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.\u003cbr\u003e \u003cbr\u003e About the technology\u003cbr\u003e Google’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 About the book\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\u003e What's inside\u003cbr\u003e \u003cbr\u003e    Covers TensorFlow 2.9\u003cbr\u003e     Recent algorithms including transformers, attention models, and ElMo\u003cbr\u003e     Build on pretrained models\u003cbr\u003e     Writing end-to-end data pipelines with TFX\u003cbr\u003e \u003cbr\u003eAbout the reader\u003cbr\u003e For Python programmers with basic deep learning skills.\u003cbr\u003e \u003cbr\u003e About the author\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\u003eTable of Contents\u003cbr\u003e PART 1 FOUNDATIONS OF TENSORFLOW 2 AND DEEP LEARNING\u003cbr\u003e 1 The amazing world of TensorFlow\u003cbr\u003e 2 TensorFlow 2\u003cbr\u003e 3 Keras and data retrieval in TensorFlow 2\u003cbr\u003e 4 Dipping toes in deep learning\u003cbr\u003e 5 State-of-the-art in deep learning: Transformers\u003cbr\u003e PART 2 LOOK MA, NO HANDS! DEEP NETWORKS IN THE REAL WORLD\u003cbr\u003e 6 Teaching machines to see: Image classification with CNNs\u003cbr\u003e 7 Teaching machines to see better: Improving CNNs and making them confess\u003cbr\u003e 8 Telling things apart: Image segmentation\u003cbr\u003e 9 Natural language processing with TensorFlow: Sentiment analysis\u003cbr\u003e 10 Natural language processing with TensorFlow: Language modeling\u003cbr\u003e PART 3 ADVANCED DEEP NETWORKS FOR COMPLEX PROBLEMS\u003cbr\u003e 11 Sequence-to-sequence learning: Part 1\u003cbr\u003e 12 Sequence-to-sequence learning: Part 2\u003cbr\u003e 13 Transformers\u003cbr\u003e 14 TensorBoard: Big brother of TensorFlow\u003cbr\u003e 15 TFX: MLOps and deploying models with TensorFlow","brand":"Manning","offers":[{"title":"Default Title","offer_id":46264201969905,"sku":"9781617298349","price":69.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0674\/5433\/7265\/files\/9781617298349_p0.jpg?v=1765884065","url":"https:\/\/shop.barnesandnoble.com\/products\/9781617298349","provider":"Barnes \u0026 Noble","version":"1.0","type":"link"}