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    which service enables you to build the workflows that are required for human review of machine learning predictions?

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    Amazon A2I – Amazon Web Services

    Amazon Augmented AI (A2I) makes it easy to build the workflows required for human review of ML predictions. Learn more.

    Amazon Augmented AI (Amazon A2I)

    Easily implement human review of machine learning predictions

    Get started with Amazon A2I

    Some machine learning applications need human oversight to ensure accuracy with sensitive data, to help provide continuous improvements and, retrain models with updated predictions. However, in these situations, you’re often forced to choose between a machine learning only or human only system. Companies are looking for the best of both worlds -- integrating machine learning systems into your workflow while keeping a human eye on the results to guarantee a needed precision.

    Amazon Augmented AI is a machine learning service which makes it easy to build the workflows required for human review. Amazon A2I brings human review to all developers, removing the undifferentiated heavy lifting associated with building human review systems or managing large numbers of human reviewers whether it runs on AWS or not.

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    Use cases

    Healthcare

    Medical insurance claims, intake forms, prescriptions and many other healthcare documents have valuable information locked inside which needs to be extracted quickly and with precision. You can now use Amazon A2I and Amazon Textract to process documents, extract the data and have a human review the critical data. This saves time and money with document processing and allows for a human to review any nuanced or sensitive data or audit predictions on an on-going basis.

    Financial Services

    Loan or mortgage applications, tax forms, and many other financial documents contain millions of data points which need to be processed and extracted quickly and effectively. Using Amazon Textract and Amazon A2I you can extract critical data from these forms whether it is structured data or unstructured data and have a human review the output. DealNet Capital is using Amazon Textract and Amazon A2I to process their financial forms which has proven to reduce the amount of time spent manually reviewing documents by up to 80%.

    Use Amazon A2I for any ML workflow

    Integrate Amazon A2I to provide human review for any ML workflow like image or content moderation with Amazon Rekognition, edit and tag translations with Amazon Translate, review transcriptions from videos or social media using Amazon Transcribe, or use Amazon Comprehend for sentiment analysis and key phrase extraction. Using Amazon A2I with other AI services like Amazon SageMaker, or Amazon Fraud Detector you can easily implement human review of machine learning predictions.

    Benefits

    Easily implement human review of ML predictions

    Amazon A2I gives you the flexibility to incorporate human review into ML applications based on your specific requirements. Low-confidence predictions are sent to humans to review and take action. If needed, you can also require multiple reviewers to review a prediction to achieve consensus. Additionally, to audit models, you can randomly sample predictions for human review so that you can regularly evaluate if the model is still performing well. Amazon A2I helps people and machines do what they do best.

    Integrate human oversight with any application

    Amazon A2I provides you an easy way to integrate human oversight into your machine learning workflows, with no machine learning experience required. No need to go with an all human review system vs. machine learning only, Amazon A2I brings together machine learning and humans to provide you with automation while keeping a human eye on the results to provide needed precision. Amazon A2I makes it easy to integrate human judgement and AI into any ML application, regardless of whether it's run on AWS or on another platform.

    Get to market quicker

    Deciding between machine learning vs. humans doing manual processes can be the decision to get to market today vs. months from now. Integrating Amazon A2I into your workflow not only aids in getting to market with your machine learning quicker but you can also update and retrain your models over time. As your business needs change, so can your workflows and Amazon A2I can help provide you continuously improve your models at whatever stage you are in your machine learning journey.

    Process Documents More Efficiently

    Machine learning-powered services help you set your document data free. Extract and review data faster and smarter.

    Learn more

    How it works

    T-Mobile US, Inc. is redefining the way consumers and businesses buy wireless services through leading product and service innovation. Their advanced nationwide network delivers wireless experiences to 84.2 million customers who are unwilling to compromise on quality and value.

    "Providing relevant information, such as account details and available discounts, in real time to our customer care agents while they are in live conversations with customers is one of the ways T-Mobile uses machine learning to improve customer experience. Using A2I, we will be able to ensure that our models continuously deliver top-quality insights by having humans validate random samples of model predictions. Trust is the hardest thing to build when it comes to machine learning, and A2I will allow us to make sure that our models are making the fewest mistakes."

    स्रोत : aws.amazon.com

    AWS Cloud Practitioner Essentials Quiz Answers

    AWS Cloud Practitioner Essentials Quiz Answers - AWS Cloud Practitioner Essentials Exam Answers - Amazon AWS Cloud Practitioner Essentials Free Certificate

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    Question 1: Which service is used to quickly deploy and scale applications on AWS?AWS Elastic Beanstalk

    Amazon CloudFront AWS Outposts AWS Snowball

    Question 2: Which actions can you perform in Amazon Route 53? (Select TWO.)

    Monitor your applications and respond to system-wide performance changes.

    Manage DNS records for domain names.

    Access AWS security and compliance reports and select online agreements.

    Connect user requests to infrastructure in AWS and outside of AWS.

    Automate the deployment of workloads into your AWS environment.

    Question 3: Which AWS Trusted Advisor category includes checks for your service limits and overutilized instances?Performance

    Security Fault Tolerance Cost Optimization

    Question 4: You want to store data in a volume that is attached to an Amazon EC2 instance. Which service should you use?

    Amazon ElastiCache AWS Lambda

    Amazon Simple Storage Service (Amazon S3)

    Amazon Elastic Block Store (Amazon EBS)Question 5: You want to send and receive messages between distributed application components. Which service should you use?   Amazon Simple Queue Service (Amazon SQS)

    Amazon ElastiCache Amazon Route 53 AWS Snowball

    Question 6: Which service enables you to build the workflows that are required for human review of machine learning predictions?

    Amazon Textract

    Amazon Augmented AI

    Amazon Aurora Amazon Lex

    Question 7: Which statement best describes an Availability Zone?A fully isolated portion of the AWS global infrastructure

    A separate geographical location with multiple locations that are isolated from each other

    A site that Amazon CloudFront uses to cache copies of content for faster delivery to users at any location

    The server from which Amazon CloudFront gets your files

    Question 8: Which service is used to transfer up to 80 PB of data to AWS?AWS Snowmobile

    Amazon Neptune AWS DeepRacer Amazon CloudFront

    Question 9: Which statement is TRUE for AWS Lambda?You pay only for compute time while your code is running.

    Before using AWS Lambda, you must prepay for your estimated compute time.

    The first step in using AWS Lambda is provisioning a server.

    To use AWS Lambda, you must configure the servers that run your code.

    Question 10: Which service is used to run containerized applications on AWS?

    Amazon Aurora

    Amazon Elastic Kubernetes Service (Amazon EKS)

    Amazon SageMaker Amazon Redshift

    Question 11: Which statement best describes Amazon GuardDuty?

    A service that checks applications for security vulnerabilities and deviations from security best practices

    A service that helps protect your applications against distributed denial-of-service (DDoS) attacks

    A service that provides intelligent threat detection for your AWS infrastructure and resources

    A service that lets you monitor network requests that come into your web applications

    Question 12: Which statement best describes AWS Marketplace?

    A resource that provides guidance, architectural reviews, and ongoing communication with your company as you plan, deploy, and optimize your applications

    A resource that can answer questions about best practices and assist with troubleshooting issues

    A digital catalog that includes thousands of software listings from independent software vendors

    An online tool that inspects your AWS environment and provides real-time guidance in accordance with AWS best practices

    Question 13: Which action can you perform in Amazon CloudFront?Deliver content to customers through a global network of edge locations.

    Provision an isolated section of the AWS Cloud to launch resources in a virtual network that you define.

    Run infrastructure in a hybrid cloud approach.

    Provision resources by using programming languages or a text file.

    Question 14: Which service enables you to review details for user activities and API calls that have occurred within your AWS environment?

    Amazon Inspector Amazon CloudWatch

    AWS CloudTrail

    AWS Trusted Advisor

    Question 15: Which Support plans include access to all AWS Trusted Advisor checks? (Select TWO.)

    Developer

    Business

    Basic AWS Free Tier

    EnterpriseQuestion 16: Which migration strategy involves changing how an application is architected and developed, typically by using cloud-native features?

    Rehosting Replatforming Repurchasing

    RefactoringQuestion 17: Which tasks are the responsibilities of AWS? (Select TWO.)

    स्रोत : priyadogra.com

    AWS Cloud Practitioner Questions Flashcards

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    AWS Cloud Practitioner Questions

    5.0 (3 reviews) Term 1 / 29

    Which pillar of the AWS Well-Architected Framework focuses on using computing resources in ways that meet system requirements?

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    Definition 1 / 29

    Performance Efficiency. The Performance Efficiency pillar focuses on using computing resources efficiently to meet system requirements, and to maintain that efficiency as demand changes and technologies evolve.

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    Created by heather_smith46 Questions

    Terms in this set (29)

    Which pillar of the AWS Well-Architected Framework focuses on using computing resources in ways that meet system requirements?

    Performance Efficiency. The Performance Efficiency pillar focuses on using computing resources efficiently to meet system requirements, and to maintain that efficiency as demand changes and technologies evolve.

    Which migration strategy involves changing how an application is architected and developed, typically by using cloud-native features?

    Refactoring.

    Which tool is used to automate actions for AWS services and applications through scripts?

    AWS Command Line Interface.

    Which statement best describes Elastic Load Balancing?

    A service that distributes incoming traffic across multiple targets, such as Amazon EC2 instances.

    You want to store data in a volume that is attached to an Amazon EC2 instance. Which service should you use?

    Amazon EBS provides block-level storage volumes that you can use with Amazon EC2 instances. If you stop or terminate an Amazon EC2 instance, all the data on the attached EBS volume remains available.

    Which component or service enables you to establish a dedicated private connection between your data center and virtual private cloud (VPC)?

    AWS Direct Connect is a service that enables you to establish a dedicated private connection between your data center and VPC.

    Which service is used to run containerized applications on AWS?

    Amazon EKS is a fully managed service that you can use to run Kubernetes on AWS. Kubernetes is open-source software that enables you to deploy and manage containerized applications at scale.

    Which action can you perform in Amazon CloudFront?

    Deliver content to customers through a global network of edge locations.

    Which service enables you to review details for user activities and API calls that have occurred within your AWS environment?

    With CloudTrail, you can view a complete history of user activity and API calls for your applications and resources.

    Which service enables you to consolidate and manage multiple AWS accounts from a central location?

    AWS Organizations

    Which Support plans include access to all AWS Trusted Advisor checks? (Select TWO.)

    Enterprise, Business

    Which service is used to quickly deploy and scale applications on AWS?

    AWS Elastic Beanstalk. You upload your application, and Elastic Beanstalk automatically handles the deployment details of capacity provisioning, load balancing, auto-scaling, and application health monitoring.

    Which Perspective of the AWS Cloud Adoption Framework focuses on recovering IT workloads to meet the requirements of your business stakeholders?

    The Operations Perspective of the AWS Cloud Adoption Framework also includes principles for operating in the cloud by using agile best practices.

    Which service enables you to build the workflows that are required for human review of machine learning predictions?

    Amazon Augmented AI (Amazon A2I) provides built-in human review workflows for common machine learning use cases, such as content moderation and text extraction from documents. With Amazon A2I, you can also create your own workflows for machine learning models built on Amazon SageMaker or any other tools.

    Which statement best describes Amazon GuardDuty?

    A service that provides intelligent threat detection for your AWS infrastructure and resources.

    You want Amazon S3 to monitor your objects' access patterns. Which storage class should you use?

    In the S3 Intelligent-Tiering storage class, Amazon S3 monitors objects' access patterns

    You are running an Amazon EC2 instance and want to store data in an attached resource. Your data is temporary and will not be kept long term. Which resource should you use?

    Instance stores are ideal for temporary data that does not need to be kept long term.

    Which statement best describes an Availability Zone?

    is A fully isolated portion of the AWS global infrastructure.

    In the S3 Intelligent-Tiering storage class, Amazon S3 moves objects between a frequent access tier and an infrequent access tier. Which storage classes are used for these tiers?

    S3 Standard, S3 Standard-IA n the S3 Intelligent-Tiering storage class, Amazon S3 monitors objects' access patterns. If you haven't accessed an object for 30 consecutive days, Amazon S3 automatically moves it to the infrequent access tier, S3 Standard-IA. If you access an object in the infrequent access tier, Amazon S3 automatically moves it to the frequent access tier, S3 Standard.

    Which AWS Trusted Advisor category includes checks for your service limits and overutilized instances?

    Performance. In this category, AWS Trusted Advisor also helps improve the performance of your services by providing recommendations for how to take advantage of provisioned throughput.

    स्रोत : quizlet.com

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