Integrating Human-in-the-Loop with Amazon Augmented AI (A2I)
Sometimes, the machine learning (ML) predictions are not accurate enough for your use case. Alternatively, you might require predictions with very high confidence (99% or higher) for use cases involving high-risk, high-impact decisions such as approving a loan application or taking down content on social media applications. In such cases, you will want to run the ML predictions through human reviewers. This is where Amazon Augmented AI (Amazon A2I) comes in. You can use Amazon A2I to easily build workflows that require human review for ML predictions. In other words, you can use Amazon A2I to set up human-in-the-loop workflows. Amazon A2I removes the complexity, cost, and heavy lifting involved in building human review workflows or managing a large group of human reviewers.
This chapter covers the following topics:
- Introducing Amazon A2I
- Learning how to build a human review workflow
- Leveraging A2I’...