{"product_id":"applied-neural-networks-with-tensorflow-orhan-gazi-yaln-9781484265123","title":"Applied Neural Networks with Tensorflow 2: API Oriented Deep Learning with Python","description":"Implement deep learning applications using TensorFlow while learning the \"why\" through in-depth conceptual explanations. \u003cbr\u003eYou'll start by learning what deep learning offers over other machine learning models. Then familiarize yourself with several technologies used to create deep learning models. While some of these technologies are complementary, such as Pandas, Scikit-Learn, and Numpy-others are competitors, such as PyTorch, Caffe, and Theano. This book clarifies the positions of deep learning and Tensorflow among their peers. \u003cbr\u003eYou'll then work on supervised deep learning models to gain applied experience with the technology. A single-layer of multiple perceptrons will be used to build a shallow neural network before turning it into a deep neural network. After showing the structure of the ANNs, a real-life application will be created with Tensorflow 2.0 Keras API. Next, you'll work on data augmentation and batch normalization methods. Then, the Fashion MNIST dataset will be used to train a CNN. CIFAR10 and Imagenet pre-trained models will be loaded to create already advanced CNNs.\u003cbr\u003e Finally, move into theoretical applications and unsupervised learning with auto-encoders and reinforcement learning with tf-agent models. With this book, you'll delve into applied deep learning practical functions and build a wealth of knowledge about how to use TensorFlow effectively.\u003cbr\u003e \u003cb\u003eWhat You'll Learn\u003c\/b\u003e \u003cul\u003e\n\u003cli\u003eCompare competing technologies and see why TensorFlow is more popular\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eGenerate text, image, or sound with GANs\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003ePredict the rating or preference a user will give to an item\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eSequence data with recurrent neural networks\u003c\/li\u003e\n\u003c\/ul\u003e \u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003e Data scientists and programmers new to the fields of deep learning and machine learning APIs.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Orhan Gazi Yalçın\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1484265122\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781484265123\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/30\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 295\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.98lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.66d","brand":"Orhan Gazi Yalç\u0026#305;n","offers":[{"title":"Paperback","offer_id":44066017050879,"sku":"9781484265123","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_fea6767f-b994-4920-a22b-9c73cf95dad4.jpg?v=1685404855","url":"https:\/\/www.whiterainbookhouse.com\/products\/applied-neural-networks-with-tensorflow-orhan-gazi-yaln-9781484265123","provider":"WR Book House","version":"1.0","type":"link"}