{"product_id":"hands-on-deep-learning-a-guide-to-deep-learning-with-projects-and-applications-9798868810343","title":"Hands-On Deep Learning: A Guide to Deep Learning with Projects and Applications","description":"\u003cp\u003eThis book discusses deep learning, from its fundamental principles to its practical applications, with hands-on exercises and coding. It focuses on deep learning techniques and shows how to apply them across a wide range of practical scenarios.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eThe book begins with an introduction to the core concepts of deep learning. It delves into topics such as transfer learning, multi-task learning, and end-to-end learning, providing insights into various deep learning models and their real-world applications. Next, it covers neural networks, progressing from single-layer perceptrons to multi-layer perceptrons, and solving the complexities of backpropagation and gradient descent. It explains optimizing model performance through effective techniques, addressing key considerations such as hyperparameters, bias, variance, and data division. It also covers convolutional neural networks (CNNs) through two comprehensive chapters, covering the architecture, components, and significance of kernels implementing well-known CNN models such as AlexNet and LeNet. It concludes with exploring autoencoders and generative models such as Hopfield Networks and Boltzmann Machines, applying these techniques to a diverse set of practical applications. These applications include image classification, object detection, sentiment analysis, COVID-19 detection, and ChatGPT.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eBy the end of this book, you will have gained a thorough understanding of deep learning, from its fundamental principles to its innovative applications, enabling you to apply this knowledge to solve a wide range of real-world problems.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWhat You Will Learn\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eWhat are deep neural networks?\u003c\/li\u003e \u003cli\u003eWhat is transfer learning, multi-task learning, and end-to-end learning?\u003c\/li\u003e \u003cli\u003eWhat are hyperparameters, bias, variance, and data division?\u003c\/li\u003e \u003cli\u003eWhat are CNN and RNN?\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWho This Book Is For\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eMachine learning engineers, data scientists, AI practitioners, software developers, and engineers interested in deep learning\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cstrong\u003eHarsh Bhasin\u003c\/strong\u003e is a researcher and practitioner. He has completed his PhD in Diagnosis and Conversion Prediction of Mild Cognitive Impairment Using Machine Learning from Jawaharlal Nehru University, New Delhi. He worked as a Deep Learning consultant for various firms and taught at various Universities, including Jamia Hamdard, and DTU. He is currently associated with Bennett University.\u003c\/p\u003e \u003cp\u003eHarsh has authored 11 books, including \u003cem\u003eProgramming in C#\u003c\/em\u003e and \u003cem\u003eAlgorithms.\u003c\/em\u003e He has authored more than 40 papers that have been published in international conferences and renowned journals, including Alzheimer's and Dementia, Soft Computing, Springer, BMC Medical Informatics \u0026amp; Decision Making, AI \u0026amp; Society, etc. He is the reviewer of a few renowned journals and has been the editor of a few special issues. He has been a recipient of Visvesvaraya Fellowship, Ministry of Electronics and Information Technology.\u003c\/p\u003e \u003cp\u003eHis areas of expertise include Deep Learning, Algorithms and Medical Imaging. Apart from his professional endeavours, he is deeply interested in Hindi Poetry: the progressive era and Hindustani Classical Music: percussion instruments.\u003c\/p\u003e\u003cbr\u003e","brand":"Apress","offers":[{"title":"Default Title","offer_id":51175288701202,"sku":"9798868810343","price":46.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_f1aa4ea2-ae29-4e59-845a-a1c61fd4fb2d.jpg?v=1744290776","url":"https:\/\/surprise-castle.myshopify.com\/products\/hands-on-deep-learning-a-guide-to-deep-learning-with-projects-and-applications-9798868810343","provider":"Surprise Castle","version":"1.0","type":"link"}