Intelligent Document Processing with AWS AI/ML: A comprehensive guide to building IDP pipelines with applications across industries
暫譯: 使用 AWS AI/ML 的智能文件處理:跨行業構建 IDP 管道的綜合指南

Sahu, Sonali

  • 出版商: Packt Publishing
  • 出版日期: 2022-10-21
  • 售價: $1,770
  • 貴賓價: 9.5$1,682
  • 語言: 英文
  • 頁數: 246
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1801810567
  • ISBN-13: 9781801810562
  • 相關分類: Amazon Web Services
  • 海外代購書籍(需單獨結帳)

商品描述

Build real-world artificial intelligence applications across industries with the help of intelligent document processing


Key Features:

  • Tackle common document processing problems to extract value from any type of document
  • Unlock deeper levels of insights on IDP in a more structured and accelerated way using AWS AI/ML
  • Apply your knowledge to solve real document analysis problems in various industry applications


Book Description:

With the volume of data growing exponentially in this digital era, it has become paramount for professionals to process this data in an accelerated and cost-effective manner to get value out of it. Data that organizations receive is usually in raw document format, and being able to process these documents is critical to meeting growing business needs.

This book is a comprehensive guide to helping you get to grips with AI/ML fundamentals and their application in document processing use cases. You'll begin by understanding the challenges faced in legacy document processing and discover how you can build end-to-end document processing pipelines with AWS AI services. As you advance, you'll get hands-on experience with popular Python libraries to process and extract insights from documents. This book starts with the basics, taking you through real industry use cases for document processing to deliver value-based care in the healthcare industry and accelerate loan application processing in the financial industry. Throughout the chapters, you'll find out how to apply your skillset to solve practical problems.

By the end of this AWS book, you'll have mastered the fundamentals of document processing with machine learning through practical implementation.


What You Will Learn:

  • Understand the requirements and challenges in deriving insights from a document
  • Explore common stages in the intelligent document processing pipeline
  • Discover how AWS AI/ML can successfully automate IDP pipelines
  • Find out how to write clean and elegant Python code by leveraging AI
  • Get to grips with the concepts and functionalities of AWS AI services
  • Explore IDP across industries such as insurance, healthcare, finance, and the public sector
  • Determine how to apply business rules in IDP
  • Build, train, and deploy models with serverless architecture for IDP


Who this book is for:

This book is for technical professionals and thought leaders who want to understand and solve business problems by leveraging insights from their documents. If you want to learn about machine learning and artificial intelligence, and work with real-world use cases such as document processing with technology, this book is for you. To make the most of this book, you should have basic knowledge of AI/ML and python programming concepts. This book is also especially useful for developers looking to explore AI/ML with industry use cases.

商品描述(中文翻譯)

利用智能文件處理技術在各行各業構建真實世界的人工智慧應用

主要特點:


  • 解決常見的文件處理問題,從任何類型的文件中提取價值

  • 使用 AWS AI/ML 以更結構化和加速的方式解鎖 IDP 的更深層次見解

  • 應用您的知識解決各行各業應用中的真實文件分析問題

書籍描述:
隨著數據在數位時代呈指數增長,專業人士以加速且具成本效益的方式處理這些數據以獲取價值變得至關重要。組織收到的數據通常以原始文件格式存在,能夠處理這些文件對於滿足不斷增長的商業需求至關重要。

本書是一本全面的指南,幫助您掌握 AI/ML 基礎知識及其在文件處理用例中的應用。您將首先了解傳統文件處理所面臨的挑戰,並發現如何使用 AWS AI 服務構建端到端的文件處理管道。隨著學習的深入,您將獲得使用流行的 Python 庫來處理和提取文件見解的實踐經驗。本書從基礎開始,帶您了解文件處理的真實行業用例,以在醫療行業提供基於價值的護理,並加速金融行業的貸款申請處理。在各章中,您將發現如何應用您的技能解決實際問題。

在本書結束時,您將通過實踐實現掌握機器學習的文件處理基礎知識。

您將學到什麼:


  • 了解從文件中提取見解的要求和挑戰

  • 探索智能文件處理管道中的常見階段

  • 發現 AWS AI/ML 如何成功自動化 IDP 管道

  • 了解如何利用 AI 編寫乾淨且優雅的 Python 代碼

  • 掌握 AWS AI 服務的概念和功能

  • 探索保險、醫療、金融和公共部門等行業的 IDP

  • 確定如何在 IDP 中應用商業規則

  • 構建、訓練和部署無伺服器架構的 IDP 模型

本書適合誰:
本書適合希望通過利用文件中的見解來理解和解決商業問題的技術專業人士和思想領袖。如果您想學習機器學習和人工智慧,並處理如文件處理等真實世界的用例,那麼本書適合您。為了充分利用本書,您應具備 AI/ML 和 Python 程式設計概念的基本知識。本書對於希望探索 AI/ML 與行業用例的開發人員特別有用。