{"product_id":"9781838821654-advd-deep-learning-wtensorflo","title":"Advanced Deep Learning with TensorFlow 2 and Keras","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eApply DL, GANs, VAEs, deep RL, unsupervised learning, object detection and segmentation, and more, 2nd Edition. A second edition of the bestselling guide to exploring and mastering deep learning with Keras, updated to include TensorFlow 2.x with new chapters on object detection, semantic segmentation, and unsupervised learning using mutual information. \u003cp\u003e\u003cb\u003eUpdated and revised second edition of the bestselling guide to advanced deep learning with TensorFlow 2 and Keras\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eExplore the most advanced deep learning techniques that drive modern AI results\u003c\/li\u003e\n\u003cli\u003eNew coverage of unsupervised deep learning using mutual information, object detection, and semantic segmentation\u003c\/li\u003e\n\u003cli\u003eCompletely updated for TensorFlow 2.x\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eAdvanced Deep Learning with TensorFlow 2 and Keras, Second Edition is a completely updated edition of the bestselling guide to the advanced deep learning techniques available today. Revised for TensorFlow 2.x, this edition introduces you to the practical side of deep learning with new chapters on unsupervised learning using mutual information, object detection (SSD), and semantic segmentation (FCN and PSPNet), further allowing you to create your own cutting-edge AI projects.\u003c\/p\u003e\n\u003cp\u003eUsing Keras as an open-source deep learning library, the book features hands-on projects that show you how to create more effective AI with the most up-to-date techniques.\u003c\/p\u003e\n\u003cp\u003eStarting with an overview of multi-layer perceptrons (MLPs), convolutional neural networks (CNNs), and recurrent neural networks (RNNs), the book then introduces more cutting-edge techniques as you explore deep neural network architectures, including ResNet and DenseNet, and how to create autoencoders. You will then learn about GANs, and how they can unlock new levels of AI performance.\u003c\/p\u003e\n\u003cp\u003eNext, you’ll discover how a variational autoencoder (VAE) is implemented, and how GANs and VAEs have the generative power to synthesize data that can be extremely convincing to humans. You'll also learn to implement DRL such as Deep Q-Learning and Policy Gradient Methods, which are critical to many modern results in AI.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eUse mutual information maximization techniques to perform unsupervised learning\u003c\/li\u003e\n\u003cli\u003eUse segmentation to identify the pixel-wise class of each object in an image\u003c\/li\u003e\n\u003cli\u003eIdentify both the bounding box and class of objects in an image using object detection\u003c\/li\u003e\n\u003cli\u003eLearn the building blocks for advanced techniques - MLPss, CNN, and RNNs\u003c\/li\u003e\n\u003cli\u003eUnderstand deep neural networks - including ResNet and DenseNet\u003c\/li\u003e\n\u003cli\u003eUnderstand and build autoregressive models – autoencoders, VAEs, and GANs\u003c\/li\u003e\n\u003cli\u003eDiscover and implement deep reinforcement learning methods\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis is not an introductory book, so fluency with Python is required. The reader should also be familiar with some machine learning approaches, and practical experience with DL will also be helpful. Knowledge of Keras or TensorFlow 2.0 is not required but is recommended.\u003c\/p\u003e\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41078916448353,"sku":"9781838821654","price":42.71,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/bec29db54686e450e0fc65b39c2e07c4.png?v=1700717357","url":"https:\/\/www.rarewaves.com\/products\/9781838821654-advd-deep-learning-wtensorflo","provider":"Rarewaves.com","version":"1.0","type":"link"}