{"product_id":"grokking-deep-learning","title":"Grokking Deep Learning","description":"\u003cp\u003e\u003cstrong\u003eBook info:\u003c\/strong\u003e Grokking Deep Learning (Paperback, 336 pages) – Manning, 2019. Language: English.\u003c\/p\u003e\n SummaryGrokking Deep Learning teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks.Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.About the TechnologyDeep learning, a branch of artificial intelligence, teaches computers to learn by using neural networks, technology inspired by the human brain. Online text translation, self-driving cars, personalized product recommendations, and virtual voice assistants are just a few of the exciting modern advancements possible thanks to deep learning.About the BookGrokking Deep Learning teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks. Using only Python and its math-supporting library, NumPy, you'll train your own neural networks to see and understand images, translate text into different languages, and even write like Shakespeare! When you're done, you'll be fully prepared to move on to mastering deep learning frameworks.What's inside\u003cul\u003e\n\u003cli\u003eThe science behind deep learning\u003c\/li\u003e\n\u003cli\u003eBuilding and training your own neural networks\u003c\/li\u003e\n\u003cli\u003ePrivacy concepts, including federated learning\u003c\/li\u003e\n\u003cli\u003eTips for continuing your pursuit of deep learning\u003c\/li\u003e\n\u003c\/ul\u003eAbout the ReaderFor readers with high school-level math and intermediate programming skills.About the AuthorAndrew Trask is a PhD student at Oxford University and a research scientist at DeepMind. Previously, Andrew was a researcher and analytics product manager at Digital Reasoning, where he trained the world's largest artificial neural network and helped guide the analytics roadmap for the Synthesys cognitive computing platform.Table of Contents\u003cli\u003eIntroducing deep learning: why you should learn it\u003c\/li\u003e\u003cli\u003eFundamental concepts: how do machines learn?\u003c\/li\u003e\u003cli\u003eIntroduction to neural prediction: forward propagation\u003c\/li\u003e\u003cli\u003eIntroduction to neural learning: gradient descent\u003c\/li\u003e\u003cli\u003eLearning multiple weights at a time: generalizing gradient descent\u003c\/li\u003e\u003cli\u003eBuilding your first deep neural network: introduction to backpropagation\u003c\/li\u003e\u003cli\u003eHow to picture neural networks: in your head and on paper\u003c\/li\u003e\u003cli\u003eLearning signal and ignoring noise:introduction to regularization and batching\u003c\/li\u003e\u003cli\u003eModeling probabilities and nonlinearities: activation functions\u003c\/li\u003e\u003cli\u003eNeural learning about edges and corners: intro to convolutional neural networks\u003c\/li\u003e\u003cli\u003eNeural networks that understand language: king - man + woman == ?\u003c\/li\u003e\u003cli\u003eNeural networks that write like Shakespeare: recurrent layers for variable-length data\u003c\/li\u003e\u003cli\u003eIntroducing automatic optimization: let's build a deep learning framework\u003c\/li\u003e\u003cli\u003eLearning to write like Shakespeare: long short-term memory\u003c\/li\u003e\u003cli\u003eDeep learning on unseen data: introducing federated learning\u003c\/li\u003e\u003cli\u003eWhere to go from here: a brief guide\u003c\/li\u003e  ","brand":"Andrew Trask","offers":[{"title":"Default Title","offer_id":46069812855018,"sku":"9781617293702","price":28.96,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0714\/5301\/6298\/files\/81O_FX-CyBL._SY522.jpg?v=1781225386","url":"https:\/\/textbookme.store\/products\/grokking-deep-learning","provider":"TextbookMe","version":"1.0","type":"link"}