{"product_id":"strengthening-deep-neural-networks-making-ai-less-susceptible-to-adversarial-trickery-paperback","title":"Strengthening Deep Neural Networks: Making AI Less Susceptible to Adversarial Trickery (Paperback )","description":"\u003cp\u003eAs deep neural networks (DNNs) become increasingly common in real-world applications, the potential to deliberately \"fool\" them with data that wouldn’t trick a human presents a new attack vector. This practical book examines real-world scenarios where DNNs—the algorithms intrinsic to much of AI—are used daily to process image, audioand video data.\u003c\/p\u003e\u003cp\u003eAuthor Katy Warr considers attack motivations, the risks posed by this adversarial inputand methods for increasing AI robustness to these attacks. If you’re a data scientist developing DNN algorithms, a security architect interested in how to make AI systems more resilient to attackor someone fascinated by the differences between artificial and biological perception, this book is for you.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDelve into DNNs and discover how they could be tricked by adversarial input\u003c\/li\u003e\n\u003cli\u003eInvestigate methods used to generate adversarial input capable of fooling DNNs\u003c\/li\u003e\n\u003cli\u003eExplore real-world scenarios and model the adversarial threat\u003c\/li\u003e\n\u003cli\u003eEvaluate neural network robustness; learn methods to increase resilience of AI systems to adversarial data\u003c\/li\u003e\n\u003cli\u003eExamine some ways in which AI might become better at mimicking human perception in years to come\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch5\u003eAbout the Author\u003c\/h5\u003e\u003cp\u003e\u003cstrong\u003eKaty Warr \u003c\/strong\u003eworks at Roke Manor Research in the UK creating solutions for complex real-world problems. She specializes in AI and data analytics and currently leads the company’s technical strategy in this area. Previously she worked at IBM UK Laboratories, architecting and developing software for a variety of distributed enterprise products with an emphasis on transactional integrity and security.\u003c\/p\u003e\u003cp\u003eKaty gained her degree in AI and Computer Science from the University of Edinburgh at a time when there was insufficient compute power and data available for deep learning to be much more than a theoretical pursuit. Fast forward a few years and she considers herself fortunate to witness this exciting field becoming mainstream.\u003c\/p\u003e","brand":"Shroff\/O'Reilly","offers":[{"title":"Default Title","offer_id":50506115481670,"sku":"9789352138739","price":855.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/71N5ugxSw7L.jpg?v=1790320349","url":"https:\/\/cb-india.com\/products\/strengthening-deep-neural-networks-making-ai-less-susceptible-to-adversarial-trickery-paperback","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}