Machine Learning & AI
AWS offers the broadest and deepest set of machine learning services and supporting cloud infrastructure, putting machine learning in the hands of every developer, data scientist and expert practitioner. AWS is helping more than one hundred thousand customers accelerate their machine learning journey.
Recent questions
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- Hi, We have our Amazon Connect instance hosted in the Frankfurt region, but one of our customers is based in South Korea. Is it possible to obtain a South Korean phone number and associate it with o...
- I'm trying to deploy AI agents using AWS CodeBuild in the ap-south-1 region but getting a "Cannot have more than 0 builds in queue for the account" error. **Current Situation:** - Region: ap-south-1 ...
- Here's my response code added to the lambda, The response is coming in json in Lambda output: Status: Succeeded Test Event Name: sopselectorjira and here's the lamda code that developed for sop selec...
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- We're getting the following error when invoking anthropic.claude-3-5-haiku-20241022-v1:0 via the Bedrock InvokeModel API in us-west-2: ▎ "Access denied. This Model is marked by provider as Legacy a...
- Can AWS Connect receive SIP calls and handle them like the ones received in the DIDs acquired in AWS Connect console? If not possible directly with AWS Connect, what is the best way to achieve this? ...
- ## Background agentcore-cli relies on CDK under the hood, which requires `cdk bootstrap`. In organisations where bootstrap is restricted or CDK is not the approved IaC tool (e.g. Terraform shops), thi...
- I've identified a bug in the @aws/agentcore CLI (confirmed in versions 0.13.1, 0.17.0, and 1.0.0-preview.11) that causes agentcore validate and agentcore deploy to fail with "Failed to configure KMS: ...asked 3 days ago
- I have a new AWS account (created within the last few days) and all Amazon Bedrock model quotas are stuck at 0 TPM and 0 RPM in eu-north-1 (Europe - Stockholm). This is preventing me from invoking a...
- **Setup** - AgentCore Gateway (created with MCP version 2025-11-25) fronting a no-code OpenAPI target. - Outbound auth is 3-legged OAuth (authorization-code grant) via an AgentCore Identity OAuth2 cre...
- I'm trying to integrate Amazon Lex V2 with Amazon Connect using ConnectParticipantWithLexBot in my contact flow JSON, but it immediately returns NoMatchingError without ever calling the Lex bot. Envir...
- I terminated my QuickSight account on June 2, 2026, but I'm still seeing charges in my billing dashboard AND Cost Explorer is forecasting a massive $310.25/month spend going forward. I want to confirm...
- When querying the AWS Price List API for AmazonBedrock, Claude 3.5 and Claude 4.x models (Sonnet, Haiku, Opus) are missing entirely. Only legacy models are returned: - Claude Instant - Claude 2.0 - C...
- Does AWS Transform support modernization for JSP 2.1 and Apache Struts 1.0? What do i need to create custom transformations if AWS Transform out-of-the-box transformations does not support these?
asked 4 days ago - I received AWS Kiro Pro Plus 2026 credits through a startup program. Account details: * AWS Account ID: 970218920817 * Region: us-east-1 * IAM Identity Center enabled and configured Issue: * Kiro ...
- Hello, Its annoying to see the attached dialogue box keeps appearing on the screen at every dataset creation step ...
- Hi, I have been trying to use the model playground and everytime I use bedrock model playground, I get the throttling exception. Note that I have limited the output token to 400 only but this is stil...
- I'm hitting a persistent AccessDeniedException at runtime for Claude Opus 4.8, even though the control-plane APIs report the account as fully authorized. Hoping someone has seen this and knows whether...
Recent Knowledge Center content
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Recent articles
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ManasEXPERTpublished 9 hours ago0 votes22 viewsAs cloud infrastructure grows you may have found traditional observability with static alarm configurations either create alert fatigue or does not send alert before you find your customers are impact...- Mark TwomeyEXPERTpublished 13 hours ago0 votes25 viewsMetadata filtering selectivity affects recall quality in Amazon S3 Vectors. Through measured benchmarks on synthetic data, I show that overly selective filters can degrade result relevance, and that t...
- MassimilianoAWSEXPERTpublished 21 hours ago0 votes24 viewsMany MCP server only support DCR to obtain the client id and secret required to create an AgentCore Indentity credential provider. This article guides you through the process to follow in order correc...
- Fernandes Costa, JorgeEXPERTpublished 2 days ago0 votes20 viewsThis guide explains **AWS Elemental Inference**, its AI-powered features, how it integrates with existing encoding workflows, and when to use it.
- Sandip SamantaEXPERTpublished 4 days ago0 votes75 viewsA step-by-step guide to remote connectivity, Git configuration via CodeConnections, and push workflows — including enterprise/VPC environments
- Sandip SamantaEXPERTpublished 4 days ago0 votes64 viewsA step-by-step guide to remote connectivity from Kiro IDE to SageMaker AI JupyterLab Spaces, Git configuration, and push workflows — including enterprise/VPC environments
- Rahul ASUPPORT ENGINEERpublished 5 days ago0 votes60 viewsThis article provides two Service Control Policies (SCPs) that enforce tagged application inference profiles as the only permitted Bedrock invocation path, enabling organizations to achieve complete g...
- LokeshEXPERTpublished 8 days ago1 votes120 viewsEnterprises face critical friction when building Agentic AI applications that require cross-team collaboration and integration with existing backend REST APIs, Model Context Protocol (MCP) servers, or...
- Saikrishna ReddyEXPERTpublished 11 days ago0 votes72 viewsThis article addresses a common misconception observed during customer audio quality troubleshooting: the CCP log warning "The user has requested to not receive notifications" being flagged as a poten...
- SaurabhEXPERTpublished 12 days ago3 votes142 viewsThis article demonstrates the common failure modes when you integrate AWS DevOps Agent with ServiceNow for bidirectional incident handling, along with their resolution steps.
- Saikrishna ReddyEXPERTpublished 15 days ago0 votes84 viewsThis article explores a scenario where audio quality issues (static, robotic sound) in an Amazon Connect contact center are misattributed to the Connect service, while the actual root cause lies in th...
- Ram AchantaEXPERTpublished 16 days ago1 votes249 viewsAs enterprises scale Kiro adoption across multiple business units, finance teams need to attribute subscription costs to the teams consuming them — without building custom infrastructure. This guide d...
- ChristianEXPERTpublished 23 days ago2 votes112 viewsEnterprise customers want to adopt AI coding assistants but face IP leakage, credential sprawl, and governance concerns. This article presents a POC architecture that streams Claude Code to developers...
- Dennis_OEXPERTpublished a month ago2 votes123 viewsFor sensitive caller inputs (PAN, CVV, authentication codes), post-call redaction is not enough PCI DSS v4.0 requires CVV is never stored after authorization and PAN only stored encrypted. This articl...
- Dennis_OEXPERTpublished a month ago1 votes167 viewsContact centers regularly capture PII (names, addresses, SSNs, credit card numbers) in call audio and transcripts. To meet PCI DSS, GDPR, and HIPAA controls, this data must be removed from artifacts b...
- Dennis_OEXPERTpublished a month ago1 votes83 viewsConnect encrypts customer content at rest by default with a service-managed KMS key, but customers in regulated industries (PCI DSS v4.0, GDPR, HIPAA) typically need full key control — independent rot...
- Patrick KremerEXPERTpublished a month ago0 votes145 viewsProvides details on the minimum vCenter permissions for the AWS Transform discovery tool
- Mark_SEXPERTpublished a month ago0 votes61 viewsWhen multiple users share a single AWS account for HealthOmics workflows, resource contention can block critical work. This guide explains how you can use run groups and run priority to fairly allocat...
Recent selections
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- AWS OFFICIALUpdated 15 days ago0 votes76 viewsAWS Transform custom uses agentic AI to define and run reusable code transformations across your repositories, with both CLI and web interfaces. Use this Selection to learn how AWS Transform custom wo...
- AWS OFFICIALUpdated 16 days ago0 votes63 viewsAWS Transform for full-stack Windows modernization uses agentic AI to transform .NET Framework applications, UI frameworks, and SQL Server databases into cloud-native solutions running on Linux, Amazo...
- AWS OFFICIALUpdated 16 days ago0 votes76 viewsAWS Transform for mainframe uses agentic AI to analyze, document, refactor, and test mainframe applications, cutting modernization timelines from years to months. Use this Selection to learn how the m...
- AWS OFFICIALUpdated 16 days ago0 votes37 viewsAWS Transform for VMware uses agentic AI to discover, plan, and execute VMware migrations to AWS at scale. Use the information in this Selection to learn how the VMware migration agent works, see cust...
- AWS OFFICIALUpdated 16 days ago0 votes52 viewsAWS Transform is an agentic AI service that accelerates enterprise migration and modernization. Use this Selection to understand what AWS Transform is, set it up in your account, and follow announceme...
- AWS OfficialMODERATORpublished 8 months ago0 votes336 viewsThis spotlight on Amazon Bedrock equips you with the skills and troubleshooting tips to get the most out of a dynamic service.
- Cheryl du PreezEXPERTpublished 10 months ago0 votes1K viewsHow AWS Agentic AI tools are accelerating mainframe modernization
- AWS OfficialEXPERTpublished a year ago0 votes522 viewsThis spotlight on Amazon Connect equips you with the skills and troubleshooting tips to get the most out of AWS’s AI-powered contact center.
- AWS OFFICIALUpdated 17 days ago11 votes31.8K viewsThe AWS Trust & Safety Center provides curated knowledge of AWS resources that can assist you in your cloud journey.
- Jonathan_DEXPERTpublished 2 years ago2 votes2.1K viewsThis selection provides a curated list of resources to get started with Amazon Q Developer.
- Jonathan_DEXPERTpublished 2 years ago2 votes2.6K viewsThis selection provides a curated list of resources to get started with Amazon Q Business.
- AWS OFFICIALUpdated 2 years ago0 votes75 viewsThis learning path is for DevOps engineers, researchers, operations analysts, data analysts, and business domain experts
- AWS OFFICIALUpdated 2 years ago0 votes81 viewsUse this selection as a learning path if you are a business decision maker and need to know how to use artificial intelligence technologies to improve your business operations.
- AWS OFFICIALUpdated 2 years ago0 votes133 viewsUse this learning path if you are a software developer interested in embedding ML predictions and AI services in your applications to solve a business problem.
- AWS OFFICIALUpdated 2 years ago0 votes74 viewsUse this learning path if you're a technical person who collects, cleans, and transforms data on a daily basis. You create machine learning models to make predictions. You are familiar with statistica...
- AWS OFFICIALUpdated 2 years ago0 votes247 viewsTurn on Amazon Connect features for your instances to help agents deliver more efficient and personalized customer service.
- AWS OFFICIALUpdated 2 years ago0 votes243 viewsUse Amazon Connect Contact Lens to get contact center analytics and quality management capabilities that help you to monitor, measure, and continuously improve contact quality and agent performance fo...
- AWS OFFICIALUpdated 2 years ago0 votes73 viewsLearn how you can leverage Amazon Connect and Amazon Lex capabilities for fast and seamless interactions.
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EXPERTGiovanni Lauria
EXPERTOsvaldo Marte
EXPERTSedat SALMAN
EXPERTAdeleke Adebowale .J.
EXPERTLeeroy Hannigan
EXPERTTushar Jagdale
EXPERTSHAJAM
EXPERTAWS-User-alantam
EXPERTIndranil Banerjee AWS
EXPERTTakahito Iwasa
EXPERTMassimilianoAWS
EXPERTFabrizio
EXPERTGunasekaran, Makendran
EXPERTThanniru Anil Kumar
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