{"product_id":"computer-vision-projects-with-pytorch-design-and-develop-production-grade-models-9781484282724","title":"Computer Vision Projects with Pytorch: Design and Develop Production-Grade Models","description":"Design and develop end-to-end, production-grade computer vision projects for real-world industry problems. This book discusses computer vision algorithms and their applications using PyTorch.\u003cbr\u003eThe book begins with the fundamentals of computer vision: convolutional neural nets, RESNET, YOLO, data augmentation, and other regularization techniques used in the industry. And then it gives you a quick overview of the PyTorch libraries used in the book. After that, it takes you through the implementation of image classification problems, object detection techniques, and transfer learning while training and running inference. The book covers image segmentation and an anomaly detection model. And it discusses the fundamentals of video processing for computer vision tasks putting images into videos. The book concludes with an explanation of the complete model building process for deep learning frameworks using optimized techniques with highlights on model AI explainability.\u003cbr\u003eAfter reading this book, you will be able to build your own computer vision projects using transfer learning and PyTorch. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eWhat You Will Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eSolve problems in computer vision with PyTorch.\u003c\/li\u003e\n\u003cli\u003eImplement transfer learning and perform image classification, object detection, image segmentation, and other computer vision applications\u003c\/li\u003e\n\u003cli\u003eDesign and develop production-grade computer vision projects for real-world industry problems\u003c\/li\u003e\n\u003cli\u003eInterpret computer vision models and solve business problems\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cbr\u003eData scientists and machine learning engineers interested in building computer vision projects and solving business problems\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/25\/2022\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781484282724\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 330\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.12lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.75d","brand":"Akshay Kulkarni, Adarsha Shivananda, Nitin Ranjan Sharma","offers":[{"title":"Default Title","offer_id":42314575216821,"sku":"9781484282724","price":55.24,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_b6bc731b-6308-4a22-8aca-fa17659e4b57.jpg?v=1659411192","url":"https:\/\/pastforward.org\/products\/computer-vision-projects-with-pytorch-design-and-develop-production-grade-models-9781484282724","provider":"Past Forward","version":"1.0","type":"link"}