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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- I am unable to create Kiro subscriptions for any users in my AWS Organization. This issue has persisted for over 72 hours since organization creation, and all configuration requirements have been veri...
- **Subject: Multiple Amazon Bedrock Mantle models are unavailable for account 053524634351** I am using Amazon Bedrock Mantle Workbench in `us-east-1`: `https://us-east-1.console.aws.amazon.com/bedro...
- # Cannot use Quick Suite features with Athena data sources when identity region differs from Quick Suite-supported region ## Summary I have an Amazon Quick (Enterprise) account with identity region ...
- ISSUE: Amazon Q Developer Pro backend provisioning missing ACCOUNT: [Your Account ID] ORGANIZATION: o-640e6xm6f5 REGION: us-east-1 EVIDENCE: 1. CLI Error: UNRECOGNIZED_SERVICE_PRINCIPAL for all varian...
- Hi, I cannot access latest Claude models like **Sonnet 5** and **Opus 4.8**, but older models are fully working in my account like **Sonnet 4.6,** or **Opus 4.6.** **Claude sonnet 5** ``` ~ $ aws ...
asked a day ago
- Hello AWS Team, I'm experiencing an issue with Amazon Bedrock on a newly created AWS account. Account Details -------------- • Region: us-east-1 • New AWS account with $200 promotional Free Tier cre...
- We're an early-stage EU startup building a compliance-focused SaaS product on AWS Bedrock (eu.anthropic.claude-sonnet-4-6 via the EU cross-region inference profile). Our architecture is deliberately B...
- Amazon Bedrock Playground and API calls fail. Error: ThrottlingException: Too many tokens per day, please wait before trying again. In Service Quotas, Bedrock model inference quotas show: Applied ac...
- i having trouble to resolve the quest because the lab is outdated whit new policies on agent clasic and AgentCore  ...
- I am planning to build an IVR solution using only AWS services. My requirement is to support dynamic multilingual conversations. Specifically: If a customer starts speaking in English, the IVR shoul...
- I have an issue while trying to create a new data source (Amazon Redshift) to connect it to QuickSight. An error appears and it says: "Quick doesn't have permissions to access that database. Follow th...
- I have an AgentCore Gateway deployed with protocol_type=MCP, the target behind this is a simple python app using FastMCP. Here's a snippet of the code: ``` @mcp.prompt() def analyze_data(dataset: str...
- Is there support for AWS **Managed KB** through terraform. Currently I see a new issue just raised in terraform repo about this.
- Hi , I am going through "AWS Cloud Quest: Generative AI Practitioner" course and current in "Create an AI Smart Assistant" chapter, the lab session provided is not allowing me to create an AI Agent ...
- Not able to log in . Keeps saying access denied
- I opened a support ticket a month ago regarding a running service that I haven't been able to delete because I get an error when trying to do so; the issue is that I’ve been billed for this service fo...
- https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html#:~:text=max_tokens%20%E2%80%93%20(Required)%20The%20maximum%20number%20of%20tokens...
- Which Vector DB uses by "**Managed KB**" under the hood? Because there is no option to select manually any kinds of Vectors DB ? I'm talking about newly launched **Managed KB** not older kb(unstructu...
Recent Knowledge Center content
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Recent articles
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Jeongho KimSUPPORT ENGINEER
published 13 hours ago0 votes10 views
This article is for developers who embed Amazon QuickSight dashboards in their own web applications. It explains why exporting a table visual to CSV or Excel shows the "Your CSV is ready." message but...
Sheng ChenEXPERT
published 18 hours ago0 votes36 views
Example on how to deploy GLM-5.2 on Amazon EKS using vLLM, DLCs, P5en instances and FSx for LustreKartikEXPERT
published a day ago0 votes51 views
AWS DevOps Agent's release readiness review is native to GitHub and GitLab, but not to BitBucket Cloud. This article covers a bridge pattern (Amazon Bedrock AgentCore Gateway, Amazon Cognito, and a si...SolomonEXPERT
published a day ago0 votes35 views
This article demonstrates how to use Strands Agents lifecycle hooks to enforce deterministic rules that system prompts alone cannot guarantee. Covers four production patterns — authorization-failure s...- AWS OFFICIALUpdated 2 days ago0 votes430 viewsLearn how AWS DevOps Agent investigates your operational issues autonomously in the AWS Support Center Console, delivering root cause analysis and reducing resolution time.
Patrick KremerEXPERT
published 3 days ago0 votes41 views
Provides instructions for moving the discovery tool database to a separate mountpointJohnTEXPERT
published 3 days ago0 votes11 views
Learn how to parse AWS Trusted Advisor Organizational View reports with Python and use Amazon Bedrock Structured Outputs to identify cross-account risk patterns, prioritize findings by blast radius, a...- AWS OFFICIALUpdated 3 days ago0 votes76 viewsYou can use Kiro CLI with the AWS Model Context Protocol (MCP) Server to query AWS DevOps Agent investigations and review root cause findings. These tools can also help you provide additional context ...
David VEXPERT
published 3 days ago4 votes159 views
AWS doesn't offer native per-user spend caps for Amazon Bedrock. This guide provides a production-ready architecture for enforcing per-user monthly budget limits on Bedrock for Identity Center (SSO) u...Srinivas KVEXPERT
published 4 days ago0 votes39 views
This guide provides step-by-step instructions for building a custom CloudWatch dashboard to monitor Amazon Bedrock inference workloads, including usage metrics, latency, throttling, quota consumption,...Kanwar BajwaEXPERT
published 4 days ago0 votes20 views
You can now reference an existing AWS Secrets Manager secret directly in your AgentCore Identity credential providers — giving you full ownership over encryption, rotation, tagging, and access policie...Rob_HEXPERT
published 4 days ago0 votes104 views
When enforcing zero data retention on Amazon Bedrock with an SCP, there's an important prerequisite: new accounts default to inherit (not none). The SCP prevents changing the mode, but it doesn't set ...NiharSUPPORT ENGINEER
published 5 days ago0 votes20 views
This article explains how to cancel your Amazon Q Developer Pro subscription to stop future billing charges. If you're unable to find the unsubscribe option in the Amazon Q Developer console, this gui...Swaroop DiwakarSUPPORT ENGINEER
published 8 days ago0 votes34 views
When working with Amazon Connect Customer, customers may occasionally encounter the error message: "Phone number not available: <phone number>. Try again with a different available number" while attem...Avinash DeshmukhEXPERT
published 11 days ago0 votes42 views
When I scale my Amazon Chime SDK Media Insights Pipelines to handle more concurrent calls, some or all transcripts return empty with no obvious errors in application logs.Kanwar BajwaEXPERT
published 11 days ago0 votes64 views
Amazon Bedrock AgentCore Gateway provides a fully managed entry point for agentic AI traffic — connecting agents to tools, other agents, and LLMs. One of the most common questions when setting up a Ga...- AWS OFFICIALUpdated 11 days ago1 votes186 viewsThis article shows how to troubleshoot faster with four AWS AI-powered tools, including Amazon Q Developer, Kiro CLI, AWS DevOps Agent, and AI-enhanced troubleshooting in the AWS Support Center.
AWS OfficialEXPERT
published 15 days ago0 votes90 views
Streamline housing and residential life analysis and inquiries with a chat agent that can access a variety of information sources. Use open-ended conversation to get answers to complex data questions.
Recent selections
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- AWS OFFICIALUpdated 2 months ago0 votes256 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 2 months ago0 votes219 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 2 months ago0 votes216 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 2 months ago0 votes83 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 2 months ago0 votes114 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 OfficialMODERATOR
published 10 months ago0 votes359 views
This spotlight on Amazon Bedrock equips you with the skills and troubleshooting tips to get the most out of a dynamic service.Cheryl du PreezEXPERT
published a year ago0 votes1.1K views
How AWS Agentic AI tools are accelerating mainframe modernizationAWS OfficialEXPERT
published a year ago0 votes543 views
This 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 2 days ago11 votes34.3K viewsThe AWS Trust & Safety Center provides curated knowledge of AWS resources that can assist you in your cloud journey.
Jonathan_DEXPERT
published 2 years ago2 votes2.1K views
This selection provides a curated list of resources to get started with Amazon Q Developer.Jonathan_DEXPERT
published 2 years ago2 votes2.6K views
This selection provides a curated list of resources to get started with Amazon Q Business.- AWS OFFICIALUpdated 2 years ago0 votes83 viewsThis learning path is for DevOps engineers, researchers, operations analysts, data analysts, and business domain experts
- AWS OFFICIALUpdated 2 years ago0 votes87 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 votes165 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 votes81 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 votes254 viewsTurn on Amazon Connect features for your instances to help agents deliver more efficient and personalized customer service.
- AWS OFFICIALUpdated 2 years ago0 votes293 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 votes84 viewsLearn how you can leverage Amazon Connect and Amazon Lex capabilities for fast and seamless interactions.
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Brettski
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
EXPERT
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