Using Amazon A2I for Human-in-the-Loop Sentiment Analysis

Using Amazon A2I for Human-in-the-Loop Sentiment Analysis
Using Amazon A2I for Human-in-the-Loop Sentiment Analysis

CLOUD LABS



Using Amazon A2I for Human-in-the-Loop Sentiment Analysis

In this Cloud Lab, you’ll integrate Amazon A2I into AI workflows for human-reviewed sentiment analysis, design custom UI templates, manage review teams, and automate tasks with Lambda while storing results in S3.

9 Tasks

intermediate

2hr

Certificate of Completion

Desktop OnlyDevice is not compatible.
No Setup Required
Amazon Web Services

Learning Objectives

An understanding of the integration of Amazon A2I with AI workflows for human review of sentiment analysis
The ability to design custom UI templates for A2I human review workflows, focusing on review criteria and interface layout
The ability to create and manage private review teams, including setting permissions, team roles, and review assignments
Hands-on experience developing Lambda functions to automate sentiment analysis, human review initiation, and storage of reviewer responses in S3

Technologies
S3 logoS3
Comprehend logoComprehend
Cloud Lab Overview

Amazon Augmented AI (A2I) is a service that enables the incorporation of human reviews into AI workflows, ensuring greater accuracy and reliability in machine learning predictions. When paired with Amazon Comprehend, an NLP service for analyzing text, it allows for building robust sentiment analysis systems that can automatically process customer feedback and involve customized reviewer responses for flagged negative sentiments.

In this Cloud Lab, you will set up an Amazon S3 bucket to store input files containing customer feedback and output files with processed results. You will configure IAM roles to securely enable access for Amazon A2I and Lambda functions. The lab will guide you through creating an A2I human review workflow by designing a custom UI template for reviewers and building a private review team to assess flagged feedback. You will also develop a Lambda function to automate the process, where customer feedback is analyzed using Amazon Comprehend, and negative sentiments are flagged. The S3 bucket stores reviewer responses written to address the flagged negative feedback.

After completing this Cloud Lab, you will have the skills to build a human-in-the-loop sentiment analysis workflow using Amazon A2I and Comprehend. You’ll also learn how to automate sentiment analysis processes, enhance customer interactions, and improve the quality of CRM systems with human-augmented AI workflows.

A high-level architecture diagram for this Cloud Lab is given below:

Human review workflow using S3, Lambda, Comprehend, and SageMaker
Human review workflow using S3, Lambda, Comprehend, and SageMaker
Cloud Lab Tasks
1.Introduction
Getting Started
2.Setting Up Resources
Create and Configure S3 Bucket
Create IAM Roles
3.Human Review Workflow
Create a Worker Task Template and Private Team
Create the Human Review Workflow
4.Putting It All Together
Create the Lambda Function
Test the Workflow
5.Conclusion
Clean Up
Wrap Up
Labs Rules Apply
Stay within resource usage requirements.
Do not engage in cryptocurrency mining.
Do not engage in or encourage activity that is illegal.

Relevant Course

Use the following content to review prerequisites or explore specific concepts in detail.

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Don’t take our word for it. See what our developers have to say.

Your method is simple, straight to the point and I can practice with it everywhere, even from my phone, that's something I have never had in other learning platforms.

Felipe Matheus
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I highly recommend Educative. The courses are well organized and easy to understand.

Adina Ong
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I prefer Educative courses because they have a nice mix of text & images. I find that with full video courses, it can often be too easy to go into passive learning mode.

Clifford Fajardo
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