{"product_id":"python-deep-learning-third-edition-understand-how-deep-neural-networks-work-and-apply-them-to-real-world-tasks-paperback","title":"Python Deep Learning - Third Edition: Understand how deep neural networks work and apply them to real-world tasks - Paperback","description":"\u003cp\u003eby \u003cb\u003eIvan Vasilev\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eMaster effective navigation of neural networks, including convolutions and transformers, to tackle computer vision and NLP tasks using Python\u003c\/strong\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eUnderstand the theory, mathematical foundations and the structure of deep neural networks\u003c\/li\u003e\n\u003cli\u003eBecome familiar with transformers, large language models, and convolutional networks\u003c\/li\u003e\n\u003cli\u003eLearn how to apply them on various computer vision and natural language processing problems Purchase of the print or Kindle book includes a free PDF eBook\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eThe field of deep learning has developed rapidly in the past years and today covers broad range of applications. This makes it challenging to navigate and hard to understand without solid foundations. This book will guide you from the basics of neural networks to the state-of-the-art large language models in use today.\u003c\/p\u003e\u003cp\u003eThe first part of the book introduces the main machine learning concepts and paradigms. It covers the mathematical foundations, the structure, and the training algorithms of neural networks and dives into the essence of deep learning.\u003c\/p\u003e\u003cp\u003eThe second part of the book introduces convolutional networks for computer vision. We'll learn how to solve image classification, object detection, instance segmentation, and image generation tasks. \u003c\/p\u003e\u003cp\u003eThe third part focuses on the attention mechanism and transformers - the core network architecture of large language models. We'll discuss new types of advanced tasks, they can solve, such as chat bots and text-to-image generation.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you'll have a thorough understanding of the inner workings of deep neural networks. You'll have the ability to develop new models or adapt existing ones to solve your tasks. You'll also have sufficient understanding to continue your research and stay up to date with the latest advancements in the field.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eEstablish theoretical foundations of deep neural networks\u003c\/li\u003e\n\u003cli\u003eUnderstand convolutional networks and apply them in computer vision applications\u003c\/li\u003e\n\u003cli\u003eBecome well versed with natural language processing and recurrent networks\u003c\/li\u003e\n\u003cli\u003eExplore the attention mechanism and transformers\u003c\/li\u003e\n\u003cli\u003eApply transformers and large language models for natural language and computer vision\u003c\/li\u003e\n\u003cli\u003eImplement coding examples with PyTorch, Keras, and Hugging Face Transformers\u003c\/li\u003e\n\u003cli\u003eUse MLOps to develop and deploy neural network models\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis book is for software developers\/engineers, students, data scientists, data analysts, machine learning engineers, statisticians, and anyone interested in deep learning. Prior experience with Python programming is a prerequisite.\u003c\/p\u003eTable of Contents\u003col\u003e\n\u003cli\u003eMachine Learning - an Introduction\u003c\/li\u003e\n\u003cli\u003eNeural Networks\u003c\/li\u003e\n\u003cli\u003eDeep Learning Fundamentals\u003c\/li\u003e\n\u003cli\u003eComputer Vision with Convolutional Networks\u003c\/li\u003e\n\u003cli\u003eAdvanced Computer Vision Applications\u003c\/li\u003e\n\u003cli\u003eNatural Language Processing and Recurrent Neural Networks\u003c\/li\u003e\n\u003cli\u003eThe Attention Mechanism and Transformers\u003c\/li\u003e\n\u003cli\u003eExploring Large Language Models in Depth\u003c\/li\u003e\n\u003cli\u003eAdvanced Applications of Large Language Models\u003c\/li\u003e\n\u003cli\u003eMachine Learning Operations (ML Ops)\u003c\/li\u003e\n\u003c\/ol\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 362\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.75 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e November 24, 2023\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42726991069247,"sku":"9781837638505","price":86.38,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0105\/8226\/1823\/files\/4ec6b88470895b9f9a1f36258824e114.webp?v=1765113123","url":"https:\/\/dhlswag.com\/products\/python-deep-learning-third-edition-understand-how-deep-neural-networks-work-and-apply-them-to-real-world-tasks-paperback","provider":"BBB","version":"1.0","type":"link"}