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所在平台: Coursera |
课程主页: https://www.coursera.org/learn/cognitive-solutions-rpa-analytics
课程评论:没有评论
课程名称:认知解决方案与RPA分析 课程概述:当今,全球数以百万计的公司正在处理各种格式的海量文档。虽然机器人流程自动化(RPA)在几乎所有行业中蓬勃发展并且增长迅速,但它仅适用于结构化的数据源。然而,对于那些不完全结构化且布局各异的数据,认知自动化则成为行业的热门解决方案。认知自动化利用人工智能(AI)模仿人类大脑的学习与理解方式,帮助人类进行决策、完成任务或实现目标。通过认知自动化,您可以提取半结构化或非结构化数据,这部分数据占所有数据的80%。 数据是一项宝贵的资产,企业在理解大量现有数据并从中创造实际价值上面临挑战。手动商业流程几乎无法捕获任何可用数据,而这正是RPA分析大显身手的地方,RPA机器人不仅自动化业务流程,还数字化这些流程,以近实时的方式解释大量数据并提供可操作的信息。 在此课程中,您将学习认知自动化及其与AI的关系,以及Automation Anywhere的认知解决方案IQ Bot。您还将了解到RPA分析,并探索如何利用Automation Anywhere的Web控制室和Bot Insight来实现这一功能。 课程大纲: 1. 理解IQ Bot与创建实例:探索认知自动化的概念、部署认知自动化的六个步骤、IQ Bot作为认知解决方案的作用,以及IQ Bot门户的基础知识和工作流。学习执行工作流的前两步:实例创建和文档分析。 2. 执行机器人训练、生产处理与文档验证:学习完成IQ Bot工作流的剩余四个步骤,包括机器人训练、生产处理和文档验证,使用IQ Bot门户的设计工具来执行这些步骤。 3. 生成RPA分析:了解分析的概念及其在RPA中的应用,介绍Bot Insight应用程序及其不同类型的分析。学习如何在Web控制室生成操作分析,并探索Bot Insight的用户界面与功能,学习如何使用API进行部署,生成业务分析。同时,学习如何配置、定制和发布CoE仪表板,以及如何使用RPA移动应用程序研究和编辑通过Bot Insight发布的默认CoE仪表板。 通过这个课程,您将掌握认知自动化与RPA分析的基本知识和技能,为在相关领域的应用打下良好的基础。
Part: 1
Title:Understanding IQ Bot and Creating an Instance
Description:In this module, you will explore the concept of cognitive automation, the six-step process of deploying a cognitive automation, IQ Bot as a cognitive solution, the basics of the IQ Bot portal, and the IQ bot workflow at a high-level. You will also learn to perform the first two steps of the IQ Bot workflow: Instance creation and Document analysis. After this, you will use the IQ Bot portal to create (and edit) a learning instance and trigger document analysis that produces document groups, depending on the input documents’ layout and content.
Part: 2
Title:Performing Bot Training, Production Processing, and Document Validation
Description:In this module, you will learn to perform the remaining four steps of the IQ Bot workflow: Bot training, in context of fields and tables; Bot training, with focus on check boxes and repeated sections; Production processing; Document validation; and Progress monitoring. You will use the Designer on the IQ Bot portal to perform each of these steps.
Part: 3
Title:Generating RPA Analytics
Description:In this module, you will explore the concept of analytics and how it is applied within RPA, get introduced to the Bot Insight application, and learn about the different types of analytics. You will also learn how to generate operational analytics on the Web Control Room. You will then explore Bot Insight’s user interface and features and learn how to deploy it using APIs. Next, you will explore the various roles who generate or view business analytics, and learn how to generate them on Bot Insight. You will also explore the CoE Dashboard on Bot Insight and learn how to configure, customize, and publish this dashboard. Finally, you will see how the RPA mobile app can be used to study and edit the default CoE dashboard that is published via Bot Insight.
Millions of companies in the world today are processing endless documents in various formats. Although Robotic Process Automation (RPA) thrives in almost every industry and is growing fast, it works well only with structured data sources. What about the data that’s not fully structured and comes in varying layouts? To address this problem, there is another aspect of RPA that is taking the industry by storm: cognitive automation. While implementing RPA, you can deploy automations with “cognitive” capabilities. Cognitive automation uses Artificial Intelligence (AI) to learn and understand the same way the human brain works. Thus, it assists humans in making decisions, completing tasks, or meeting goals. Using cognitive automation, you can extract semi—or unstructured data—which is 80% of all data! Data is a precious asset. Businesses struggle to make sense of large volumes of available data and to generate a tangible value from them. Manual business processes barely contain any data that is available for capture. This is where Robotic Process Automation (or RPA) Analytics comes in. RPA bots don’t just automate business processes; they also digitize them. They take the large volume of data and interpret it in near real-time to provide actionable information. In this course, you will be introduced to cognitive automation, the role that AI plays in it, and Automation Anywhere’s cognitive solution, IQ Bot. You will also be introduced to RPA analytics and explore how Automation Anywhere’s Web Control Room and Bot Insight can provide this functionality. As you begin this course, you will learn the six steps to deploy cognitive automation. Next, you will explore the IQ Bot portal – Automation Anywhere’s web-based application for developing the cognitive IQ bots. You will then learn to use the portal by following the IQ Bot workflow. Next, you will learn how RPA analytics help interpret and improve automated business processes. You will see how Bot Insight functions as an RPA analytics platform. You will also explore the different types of RPA analytics and learn how to generate RPA analytics via two mechanisms – the Web Control Room for Operational Analytics and Bot Insight for Business Analytics and CoE Analytics. Finally, you will learn how to use the RPA mobile app to study and edit the default CoE dashboard that is published via Bot Insight.