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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- We are experiencing recurring InsufficientInstanceCapacity errors with a SageMaker real-time inference endpoint in ca-central-1 (Canada Central). Our workload is an LLM inference endpoint that requir...
- We are currently working with Nova Sonic to build AI agents for a healthcare application. These agents assist patients and are designed to detect signals of discomfort (such as pain, depression, or su...
- Whenever I try to add a user to Kiro, the operation fails with the following error: "Failed to create Kiro subscription for 1 user" "Your account is not authorized to make this call." The browser ne...
- Hi AWS Team, I am logged in as the root user on an AWS account (India/AISPL) and receiving the error "Your account is not authorized to perform this action" when trying to submit the Anthropic first-...
- Hello re:Post Support Team, I need an urgent internal escalation to the AISPL Marketplace Billing Desk. My support ticket has been unassigned with zero response for 5 days. * Case ID: [**************...
- I'm using a personal AWS account in us-east-1 for a development/hackathon project as a student and I'm unable to invoke any Amazon Bedrock Runtime model. Every InvokeModel request returns: ValidationE...
- I'm getting SubscriptionRequiredException ("The AWS Access Key Id needs a subscription for the service") when calling Amazon Textract's DetectDocumentText API, and I've ruled out the usual causes: - ...
- On AWS Bedrock we currently have access to Claude 4.6, but as far as I understand, this version may be retired in the coming months. When we try to access Claude Opus 4.8, 5 or Fable, we receive the...
- I am an AISPL (AWS India) account holder with $1,000 Founder credits and $100 Free Tier credits active. I have been trying to access Amazon Bedrock Claude Sonnet 4.6 but the agreement status shows NOT...
- Hey, I recently created a new AWS account and submitted the required Anthropic use case information on August 5th around 10:00 am I'm still waiting for the request to be reviewed, and I haven't recei...
- I'm getting "ValidationException: Operation not allowed" whenever I try to use Anthropic Claude models (Haiku 4.5) on Bedrock, both via API and Playground, in US East (N. Virginia). My payment method ...
- Claude Sonnet 5 went Generally Available on AWS as of around July 1st with the global inference profile. Soon there after the US, EU, and AU geo regions and associated inference profile were released....
- On bedrock-mantle I cannot get any computer-use tool type accepted on `openai.gpt-5.4`. The [GPT-5.4 model card](https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-54.html), ho...
- I have an Amazon Bedrock model customization (fine-tuning) job that completed data validation almost immediately, but training has not started even after 24+ hours. Details: - Job name: marco-demo01-...
- I am configuring an Amazon Bedrock Knowledge Base with a SharePoint data source. During synchronization, the data source fails with the following error: Sync failed for data source - 'data-source-dig...
- Anthropic models are denied for our account even though the required use case declaration was submitted and is verifiably stored. I would like to know what is still missing, or whether the stored reco...
- I'm an individual developer based in India trying to request access to Anthropic Claude models on Amazon Bedrock for a personal software development project (an algorithmic trading bot with Python-bas...
- Service: Amazon Bedrock Category: Model Access / AccessDeniedException Model ID: anthropic.claude-sonnet-5 Region: (your region) Description: "Control plane shows full authorization (AUTHORIZED, AVAIL...
Recent Knowledge Center content
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Recent articles
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Ashwin SambidiSUPPORT ENGINEER
published 8 days ago0 votes178 views
You cannot see, select, or invoke an OpenAI GPT-5.x model such as openai.gpt-5.5 in Amazon Bedrock, or an inference call returns an HTTP 401 error stating that the model is not available for your acco...NiharSUPPORT ENGINEER
published 14 days ago0 votes105 views
Customers signing in to Kiro via app.kiro.dev using IAM Identity Center are unexpectedly redirected to aws.amazon.com/q/developer/. This occurs when the Kiro Sign-In application in IAM Identity Center...
Darius MousazadehEXPERT
published 15 days ago0 votes219 views
This article shows how to put cost governance around Amazon Bedrock so enterprises can safely give developers access to Claude and Claude Code. It walks through a field-tested pattern: team and user-l...Suhail FouzanSUPPORT ENGINEER
published 15 days ago1 votes81 views
This article is for customers who want to preinstall MGN agents and later use AWS Transform to orchestrate the migration workflow.ShravanEXPERT
published 20 days ago0 votes139 views
Organizations adopting Amazon Bedrock at scale struggle to attribute model-invocation costs to specific teams, detect LLM-native anomalies like tool-call loops, and investigate spend spikes fast enoug...WAZEXPERT
published 21 days ago0 votes120 views
Part 3 of a three-part series mapping the OWASP Top 10 for Agentic Applications 2026 to AWS security controls. This final part covers the system's dynamics once agents persist state and act autonomous...WAZEXPERT
published 21 days ago0 votes119 views
Part 2 of a three-part series mapping the OWASP Top 10 for Agentic Applications 2026 to AWS security controls. This part covers what the agent runs at runtime: ASI02 (tool misuse and abuse), ASI04 (ag...WAZEXPERT
published 21 days ago0 votes163 views
Part 1 of a three-part series mapping the OWASP Top 10 for Agentic Applications 2026 to AWS security controls. This part establishes the defense-in-depth framework and secures the agent's boundary wit...WAZEXPERT
published 21 days ago0 votes154 views
Claude Code's native Amazon Bedrock mode is built for Anthropic models and can't reach Z.AI's GLM 5. This article shows how to put a small Anthropic-compatible proxy between Claude Code and Amazon Bed...Alexandre CarlimEXPERT
published 22 days ago2 votes115 views
If you're building an application that calls MCP (Model Context Protocol) servers — say, an AI-powered support portal or an agentic workflow — you've probably hit HTTP 429 errors when traffic spikes. ...Radhika KanubaddhiEXPERT
published 24 days ago0 votes47 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 25 days ago0 votes143 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 a month ago2 votes203 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 a month ago0 votes92 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 a month ago0 votes63 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 a month ago0 votes222 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 a month ago0 votes535 views
Example on how to deploy GLM-5.2 on Amazon EKS using vLLM, DLCs, P5en instances and FSx for LustreKartikEXPERT
published a month ago0 votes261 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...
Recent selections
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- AWS OFFICIALUpdated 3 months ago0 votes452 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 3 months ago0 votes282 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 3 months ago0 votes276 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 3 months ago0 votes118 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 3 months ago0 votes185 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 a year ago0 votes398 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 votes1.2K views
How AWS Agentic AI tools are accelerating mainframe modernizationAWS OfficialEXPERT
published a year ago0 votes559 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 6 days ago14 votes37.5K 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 votes2.7K views
This selection provides a curated list of resources to get started with Amazon Q Business.- AWS OFFICIALUpdated 2 years ago0 votes89 viewsThis learning path is for DevOps engineers, researchers, operations analysts, data analysts, and business domain experts
- AWS OFFICIALUpdated 2 years ago0 votes111 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 votes183 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 votes86 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 votes270 viewsTurn on Amazon Connect features for your instances to help agents deliver more efficient and personalized customer service.
- AWS OFFICIALUpdated 2 years ago0 votes94 viewsLearn how you can leverage Amazon Connect and Amazon Lex capabilities for fast and seamless interactions.
Jonathan_DEXPERT
published 3 years ago3 votes16K 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
EXPERTShahed Kazi (@shajam)
EXPERTTushar Jagdale
EXPERTIndranil Banerjee AWS
EXPERTMassimilianoAWS
EXPERTGunasekaran, Makendran
EXPERTThanniru Anil Kumar
EXPERTAlex T
EXPERTVitor Castellani
EXPERT
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