Computer Vision on AWS

Computer Vision on AWS
Author :
Publisher : Packt Publishing Ltd
Total Pages : 324
Release :
ISBN-10 : 9781803248202
ISBN-13 : 1803248203
Rating : 4/5 (02 Downloads)

Book Synopsis Computer Vision on AWS by : Lauren Mullennex

Download or read book Computer Vision on AWS written by Lauren Mullennex and published by Packt Publishing Ltd. This book was released on 2023-03-31 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: Develop scalable computer vision solutions for real-world business problems and discover scaling, cost reduction, security, and bias mitigation best practices with AWS AI/ML services Purchase of the print or Kindle book includes a free PDF eBook Key Features Learn how to quickly deploy and automate end-to-end CV pipelines on AWS Implement design principles to mitigate bias and scale production of CV workloads Work with code examples to master CV concepts using AWS AI/ML services Book Description Computer vision (CV) is a field of artificial intelligence that helps transform visual data into actionable insights to solve a wide range of business challenges. This book provides prescriptive guidance to anyone looking to learn how to approach CV problems for quickly building and deploying production-ready models. You'll begin by exploring the applications of CV and the features of Amazon Rekognition and Amazon Lookout for Vision. The book will then walk you through real-world use cases such as identity verification, real-time video analysis, content moderation, and detecting manufacturing defects that'll enable you to understand how to implement AWS AI/ML services. As you make progress, you'll also use Amazon SageMaker for data annotation, training, and deploying CV models. In the concluding chapters, you'll work with practical code examples, and discover best practices and design principles for scaling, reducing cost, improving the security posture, and mitigating bias of CV workloads. By the end of this AWS book, you'll be able to accelerate your business outcomes by building and implementing CV into your production environments with the help of AWS AI/ML services. What you will learn Apply CV across industries, including e-commerce, logistics, and media Build custom image classifiers with Amazon Rekognition Custom Labels Create automated end-to-end CV workflows on AWS Detect product defects on edge devices using Amazon Lookout for Vision Build, deploy, and monitor CV models using Amazon SageMaker Discover best practices for designing and evaluating CV workloads Develop an AI governance strategy across the entire machine learning life cycle Who this book is for If you are a machine learning engineer or data scientist looking to discover best practices and learn how to build comprehensive CV solutions on AWS, this book is for you. Knowledge of AWS basics is required to grasp the concepts covered in this book more effectively. A solid understanding of machine learning concepts and the Python programming language will also be beneficial.


Computer Vision on AWS Related Books

Computer Vision on AWS
Language: en
Pages: 324
Authors: Lauren Mullennex
Categories: Computers
Type: BOOK - Published: 2023-03-31 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Develop scalable computer vision solutions for real-world business problems and discover scaling, cost reduction, security, and bias mitigation best practices w
Computer Vision on AWS
Language: en
Pages: 324
Authors: Lauren Mullennex
Categories: Computers
Type: BOOK - Published: 2023-03-31 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Develop scalable computer vision solutions for real-world business problems and discover scaling, cost reduction, security, and bias mitigation best practices w
Modern Computer Vision with PyTorch
Language: en
Pages: 747
Authors: V Kishore Ayyadevara
Categories: Computers
Type: BOOK - Published: 2024-06-10 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

The definitive computer vision book is back, featuring the latest neural network architectures and an exploration of foundation and diffusion models Purchase of
Data Science on AWS
Language: en
Pages: 524
Authors: Chris Fregly
Categories: Computers
Type: BOOK - Published: 2021-04-07 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

With this practical book, AI and machine learning practitioners will learn how to successfully build and deploy data science projects on Amazon Web Services. Th
Machine Learning in the AWS Cloud
Language: en
Pages: 696
Authors: Abhishek Mishra
Categories: Computers
Type: BOOK - Published: 2019-08-13 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Put the power of AWS Cloud machine learning services to work in your business and commercial applications! Machine Learning in the AWS Cloud introduces readers