Amazon Augmented AI (Amazon A2I)
Explore how Amazon Augmented AI (Amazon A2I) enables human review integration in machine learning workflows. Understand setting up flow definitions, task templates, and workforce management to improve model predictions and handle cases requiring human judgment. Learn its use with Amazon Textract and Rekognition, including real-world applications like detecting fraudulent insurance claims. Gain insight into pricing and workflow orchestration to enhance ML model performance and compliance in AWS environments.
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While machine learning models excel at processing large datasets and identifying patterns, there are scenarios in which human judgment is required to handle ambiguous cases, verify predictions, or ensure compliance with business rules.
Amazon Augmented AI is a service provided by Amazon that simplifies the process of incorporating human reviews into machine learning (ML) workflows. Through this service, we can easily set up workflows where human judgment is needed to validate or improve the response generated by machine learning models and is useful for handling edge cases, ensuring data accuracy, and enhancing ML model performance.
Amazon A2I allows us to create workflows that route specific tasks to humans for review when:
Predictions lack confidence.
The results involve high-risk decisions.
Business or regulatory requirements demand human verification. ...