Delve into neural networks, implement deep learning algorithms, and explore layers of data abstraction with the help of TensorFlow v1.7. About This Book ? Learn how to implement advanced techniques in deep learning with Google's brainchild, TensorFlow v1.7 ? Explore deep neural networks and layers of data abstraction with the help of this comprehensive guide ? Gain real-world contextualization through some deep learning problems concerning research and application Who This Book Is For The book is for people interested in machine learning and machine intelligence. A rudimentary level of programming in one language is assumed, as is a basic familiarity with computer science techniques and technologies, including a basic awareness of computer hardware and algorithms. Some competence in mathematics is needed to the level of elementary linear algebra and calculus. What You Will Learn ? Apply deep machine intelligence and GPU computing with TensorFlow v1.7 ? Access public datasets and use TensorFlow to load, process, and transform the data ? Discover how to use the high-level TensorFlow API to build more powerful applications ? Use deep learning for scalable object detection and mobile computing ? Train machines quickly to learn from data by exploring reinforcement learning techniques ? Explore active areas of deep learning research and applications In Detail Deep learning is a branch of machine learning algorithms based on learning multiple levels of abstraction. Neural networks, which are at the core of deep learning, are being used in predictive analytics, computer vision, natural language processing, time series forecasting, and to perform a myriad of other complex tasks. This book is conceived for developers, data analysts, machine learning practitioners and deep learning enthusiasts who want to build powerful, robust, and accurate predictive models with the power of TensorFlow v1.7, combined with other open source Python libraries. Throughout the book, you’ll learn how to develop deep learning applications for machine learning systems using Feedforward Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, Autoencoders, and Factorization Machines. Discover how to attain deep learning programming on GPU in a distributed way. You'll come away with an in-depth knowledge of machine learning techniques and the skills to apply them to real-world projects. Style and approach This step-by-step guide explores common, and not so common, deep neural networks, and shows how they can be exploited in the real world with complex raw data. Benefit from practical examples, and learn how to implement different types of neural nets to build smart applications related to text, speech, and image data processing.

WINNER OF THE HUGO AWARD FOR BEST ALL-TIME SERIES The Foundation series is Isaac Asimov’s iconic masterpiece. Unfolding against the backdrop of a crumbling Galactic Empire, the story of Hari Seldon’s two Foundations is a lasting testament to an extraordinary imagination, one whose unprecedented scale shaped science fiction as we know it today. The First Foundation survived two centuries of barbarism as the once-mighty Galactic Empire descended into chaos. Now it mist prepare for war against the remnants of the Empire as the Imperial fleet advances on their planet, Terminus. Hari Seldon predicted this war; he even prepared his Foundation for it. But he couldn’t foresee the birth of the mutant Mule. In possession of a power which reduces fearsome opposition to devoted slaves, the Mule poses a terrible threat to Seldon’s Foundation.

‘One of the best stories I’ve read in a long time!’ Stacey Rebecca (NetGalley reviewer) The Cotswolds Cookery Club was originally published as a three-part serial. This is the complete story in one package. The Cotswolds Cookery Club is opening its doors! Connie has had enough. Enough of the city, enough of her job – and most importantly, enough of her cheating boyfriend! Finally free to chase her dreams, Connie sets up her very own Cotswolds Cookery Club – a place to share scrumptious recipes and, more importantly, a lot of wine… Trish always dreamed of living in a little chocolate box village – but she never expected to be starting over at forty. Could joining the Cookery Club be the perfect distraction from her stroppy teenage daughter and her ex-husband’s new girlfriend? Kate spends her life juggling her three young children and running the busy Cotswolds veterinary practice. It’s time to take charge of the disparate ingredients of her life and transform them into the perfect pot-au-feu! But with three delicious men turning up the heat, perhaps the sleepy Cotswolds village has a few surprises in store… Fans of Milly Johnson, Caroline Roberts and Jill Mansell will love this heartwarming read!

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