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, I’m trying to understand how the SPICE usage shown in Manage QuickSight → SPICE usage is calculated. In our account: * SPICE usage shown in the UI: 10.9 TB * Sum of DescribeDataSet.ConsumedSpic...
- I have a Connect AI agent (chat channel) configured with a Retrieve tool backed by a Bedrock Knowledge Base. When the agent attempts to retrieve information, the tool call fails with a generic configu...
- I am unable to provision Kiro on my AWS account because the subscription creation consistently fails with the following error: UNRECOGNIZED_SERVICE_PRINCIPAL The failure occurs during q:CreateAssign...
- I'm trying to use an OpenSearch Serverless NextGen collection group (for scale-to-zero cost savings) as the vector store behind an Amazon Bedrock Knowledge Base, in eu-west-2. ...
- Hello AWS Community, I am experiencing a hard block on Amazon Bedrock and want to see if anyone else has run into this undocumented behavior regarding new accounts and spend limits. The Situation: ...
- I am experiencing exactly the same issue. However, I have been facing this problem for several months across multiple services. On Friday, July 17, 2026, I was still able to access Kiro using AWS IAM...
- I'm trying to invoke Claude Sonnet 4.6 on Amazon Bedrock via the cross-region inference profile us.anthropic.claude-sonnet-4-6, using bedrock-runtime invoke-model. Every attempt fails with: AccessDen...
- anyone try agentcore harness using google gemini?? I try agentcore harness using google gemini but always failed. I already store gemini API key in agentcore identity and still error. https://docs.a...
- Hi, I want to frame a customer system in to Amazon Connect Views, I want them to be able to view the application within the Amazon Connect Agent Workspace. I want to add it like this 
Recent articles
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Radhika KanubaddhiEXPERT
published 18 hours ago0 votes7 views
Five controlled experiments that isolate context window failure modes in production LLM agents. Each experiment changes one variable and measures the impact on answer correctness.Puneet AroraEXPERT
published 2 days ago0 votes20 views
Organizations planning workload migrations to AWS often underestimate the foundational work required before the first server moves. A well-architected multi-account landing zone is a prerequisite that...FernandoEXPERT
published 4 days ago1 votes120 views
Provide a standardized, advanced diagnostic and remediation framework for resolving production-impacting FSx for Lustre connectivity failures caused by EFA data plane issues. It enables engineering te...DarshikaEXPERT
published 6 days ago0 votes54 views
AWS Cloud Control API uses AWS CloudFormation resource providers, which may invoke additional API operations beyond the primary service API. As a result, GetResource for an Amazon Bedrock Agent can re...Jimmy T - AWSEXPERT
published 6 days ago0 votes22 views
The intention of this documentation is to provide the building blocks to create critical CloudWatch alarms which are fit for onboarding to Incident Detection and Response. It contains specific alarm b...Sankalp H TEXPERT
published 8 days ago0 votes76 views
This article gives Amazon Q Developer Pro admins the direct AWS console steps to upgrade their users to a Kiro subscription, with links to official AWS and Kiro docs for pricing and further details. K...Sheng ChenEXPERT
published 12 days ago0 votes215 views
Example on how to deploy GLM-5.2 on Amazon EKS using vLLM, DLCs, P5en instances and FSx for LustreKartikEXPERT
published 12 days ago0 votes137 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 13 days ago0 votes98 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 13 days ago0 votes813 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 14 days ago0 votes80 views
Provides instructions for moving the discovery tool database to a separate mountpointJohnTEXPERT
published 14 days ago0 votes43 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 a day ago0 votes183 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 14 days ago4 votes335 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 15 days ago0 votes129 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 15 days ago0 votes60 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 15 days ago0 votes259 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 16 days ago0 votes60 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...
Recent selections
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- AWS OFFICIALUpdated 2 months ago0 votes319 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 votes263 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 votes239 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 votes99 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 votes129 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 votes370 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 votes545 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 13 days ago12 votes35.2K 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 votes85 viewsThis learning path is for DevOps engineers, researchers, operations analysts, data analysts, and business domain experts
- AWS OFFICIALUpdated 2 years ago0 votes90 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 votes171 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 votes82 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 votes256 viewsTurn on Amazon Connect features for your instances to help agents deliver more efficient and personalized customer service.
- AWS OFFICIALUpdated 2 years ago0 votes88 viewsLearn how you can leverage Amazon Connect and Amazon Lex capabilities for fast and seamless interactions.
Jonathan_DEXPERT
published 3 years ago3 votes15.9K views
How can you get started with Generative AI on AWS?
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Giovanni Lauria
EXPERTOsvaldo Marte
EXPERTSedat SALMAN
EXPERTAdeleke Adebowale .J.
EXPERTLeeroy Hannigan
EXPERTTushar Jagdale
EXPERTSHAJAM
EXPERTIndranil Banerjee AWS
EXPERTMassimilianoAWS
EXPERTGunasekaran, Makendran
EXPERTThanniru Anil Kumar
EXPERTAlex T
EXPERTVitor Castellani
EXPERT
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