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Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Computer Vision Projects with Pytorch: Design and Develop Production-Grade Models

Computer Vision Projects with Pytorch: Design and Develop Production-Grade Models

Paperback

General ComputersProbability & StatisticsProgramming

Publisher Price: $64.99

ISBN10: 1484282728
ISBN13: 9781484282724
Publisher: Apress
Published: Jul 19 2022
Pages: 346
Weight: 1.12
Height: 0.75 Width: 6.14 Depth: 9.21
Language: English
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.
The 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.

Also from

Kulkarni, Akshay

Also in

General Computers