Last updated on November 14, 2024
Amazon Augmented AI Cheat Sheet
- Amazon A2I is a service that helps you easily integrate human reviews in a machine learning workflow.
- Simplifies managing a large number of human reviewers at scale.
- Has direct integration with Amazon Textract and Amazon Rekognition
Common Use Cases:
- Content Moderation where human oversight is required to judge uncertain results from a machine learning model.
- Manual reviews of low confidence predictions due to documents that are scanned poorly or contain bad handwriting.
Concepts
- Task Type
- Type of task to be reviewed.
- Available task types
- Key-value pairs extracted by Amazon Textract
- Unsafe content flagged by Amazon Rekognition
- Custom machine learning workflows
- Worker task template
- This template lets you define a set of instructions for your workers whenever they perform a task.
- Worker types
- Amazon Mechanical Turk – a crowdsourcing service that allows you to outsource jobs to an on-demand 24×7 distributed workforce online.
- Private – A group of workers that you have sourced yourself (e.g., internal employees)
- Vendor – Third-party vendors from AWS Marketplace that offer human review services.
Amazon Augmented AI Pricing
- $0.02 – $0.03 per reviewed image from Amazon Rekognition
- $0.02 – $0.03 per reviewed page from Amazon Textract
- $0.02 – $0.08 per reviewed objects from Custom workflows
Note: If you are studying for the AWS Certified Machine Learning Specialty exam, we highly recommend that you take our AWS Certified Machine Learning – Specialty Practice Exams and read our Machine Learning Specialty exam study guide.
Amazon Augmented AI Cheat Sheet References:
https://aws.amazon.com/augmented-ai/faqs/
https://aws.amazon.com/blogs/awsmarketplace/using-amazon-augmented-ai-with-aws-marketplace-machine-learning-models
https://docs.aws.amazon.com/textract/latest/dg/a2i-textract.html
AWS, Azure, and GCP Certifications are consistently among the top-paying IT certifications in the world, considering that most companies have now shifted to the cloud. Earn over $150,000 per year with an AWS, Azure, or GCP certification!
Follow us on LinkedIn, YouTube, Facebook, or join our Slack study group. More importantly, answer as many practice exams as you can to help increase your chances of passing your certification exams on your first try!
View Our AWS, Azure, and GCP Exam Reviewers Check out our FREE courses