AWS Machine Learning - AI

NOVEMBER 14, 2024

Large Medium – This refers to the material or technique used in creating the artwork. This might involve incorporating additional data such as reference images or rough sketches as conditioning inputs alongside your text prompts. You can provide extensive details, such as the gender of a character, their clothing, and the setting.

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AWS Machine Learning - AI

NOVEMBER 26, 2024

Using vLLM on AWS Trainium and Inferentia makes it possible to host LLMs for high performance inference and scalability. Deploy vLLM on AWS Trainium and Inferentia EC2 instances In these sections, you will be guided through using vLLM on an AWS Inferentia EC2 instance to deploy Meta’s newest Llama 3.2 You will use inf2.xlarge

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AWS Machine Learning - AI

NOVEMBER 6, 2024

This solution can serve as a valuable reference for other organizations looking to scale their cloud governance and enable their CCoE teams to drive greater impact. The challenge: Enabling self-service cloud governance at scale Hearst undertook a comprehensive governance transformation for their Amazon Web Services (AWS) infrastructure.

Generative AI 107

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AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. The following figure illustrates the high-level design of the solution.

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AWS Machine Learning - AI

APRIL 10, 2025

Model customization refers to adapting a pre-trained language model to better fit specific tasks, domains, or datasets. Solution overview To evaluate the effectiveness of RAG compared to model customization, we designed a comprehensive testing framework using a set of AWS-specific questions.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

Developer tools The solution also uses the following developer tools: AWS Powertools for Lambda – This is a suite of utilities for Lambda functions that generates OpenAPI schemas from your Lambda function code. After deployment, the AWS CDK CLI will output the web application URL. Python 3.9 or later Node.js

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AWS Machine Learning - AI

APRIL 10, 2025

With this launch, you can now access Mistrals frontier-class multimodal model to build, experiment, and responsibly scale your generative AI ideas on AWS. AWS is the first major cloud provider to deliver Pixtral Large as a fully managed, serverless model. Additionally, Pixtral Large supports the Converse API and tool usage.

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Perficient

MARCH 11, 2025

IaC enables developers to define infrastructure configurations using code, ensuring consistency, automation, and scalability. AWS CloudFormation, a key service in the AWS ecosystem, simplifies IaC by allowing users to easily model and set up AWS resources. Why Use AWS CloudFormation? Example: 3.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Security – The solution uses AWS services and adheres to AWS Cloud Security best practices so your data remains within your AWS account.

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AWS Machine Learning - AI

MARCH 27, 2025

Amazon Bedrock cross-Region inference capability that provides organizations with flexibility to access foundation models (FMs) across AWS Regions while maintaining optimal performance and availability. We provide practical examples for both SCP modifications and AWS Control Tower implementations.

Artificial Inteligence 112

Artificial Inteligence AWS Technical Review Policies 112

AWS Machine Learning - AI

OCTOBER 16, 2024

As DPG Media grows, they need a more scalable way of capturing metadata that enhances the consumer experience on online video services and aids in understanding key content characteristics. To evaluate the metadata quality, the team used reference-free LLM metrics, inspired by LangSmith.

Media 115

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AWS Machine Learning - AI

JANUARY 29, 2025

Large organizations often have many business units with multiple lines of business (LOBs), with a central governing entity, and typically use AWS Organizations with an Amazon Web Services (AWS) multi-account strategy. LOBs have autonomy over their AI workflows, models, and data within their respective AWS accounts.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

In this post, we explore how you can use Amazon Q Business , the AWS generative AI-powered assistant, to build a centralized knowledge base for your organization, unifying structured and unstructured datasets from different sources to accelerate decision-making and drive productivity.

Data 110

Data AWS Groups Knowledge Base 110

CIO

JANUARY 7, 2025

In todays fast-paced digital landscape, the cloud has emerged as a cornerstone of modern business infrastructure, offering unparalleled scalability, agility, and cost-efficiency. First, cloud provisioning through automation is better in AWS CloudFormation and Azure Azure Resource Manager compared to the other cloud providers.

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AWS Machine Learning - AI

MARCH 26, 2025

Use the us-west-2 AWS Region to run this demo. Prerequisites This notebook is designed to run on AWS, using Amazon Bedrock for both Anthropics Claude 3 Sonnet and Stability AI model access. Make sure you have the following set up before moving forward: An AWS account. An Amazon SageMaker domain. Access to Stability AIs SD3.5

Generative AI 109

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Linux Academy

JANUARY 22, 2020

If you’re studying for the AWS Cloud Practitioner exam, there are a few Amazon S3 (Simple Storage Service) facts that you should know and understand. This post will guide you through how to utilize S3 in AWS environments, for the correct use cases. Objects are what AWS calls the files stored in S3. Using S3 Buckets in Regions.

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AWS Machine Learning - AI

MARCH 14, 2025

The computer use agent demo powered by Amazon Bedrock Agents provides the following benefits: Secure execution environment Execution of computer use tools in a sandbox environment with limited access to the AWS ecosystem and the web. Prerequisites AWS Command Line Interface (CLI), follow instructions here. Require Python 3.11

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AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we explore how to deploy distilled versions of DeepSeek-R1 with Amazon Bedrock Custom Model Import, making them accessible to organizations looking to use state-of-the-art AI capabilities within the secure and scalable AWS infrastructure at an effective cost. You can monitor costs with AWS Cost Explorer.

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AWS Machine Learning - AI

MARCH 11, 2025

OpenAI launched GPT-4o in May 2024, and Amazon introduced Amazon Nova models at AWS re:Invent in December 2024. is helping enterprise customers design and manage agentic workflows in a secure and scalable manner. Interested users are invited to try out FloTorch from AWS Marketplace or from GitHub. About FloTorch FloTorch.ai

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AWS Machine Learning - AI

MARCH 20, 2025

Users can access these AI capabilities through their organizations single sign-on (SSO), collaborate with team members, and refine AI applications without needing AWS Management Console access. The workflow is as follows: The user logs into SageMaker Unified Studio using their organizations SSO from AWS IAM Identity Center.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

Prerequisites To perform this solution, complete the following: Create and activate an AWS account. Make sure your AWS credentials are configured correctly. This tutorial assumes you have the necessary AWS Identity and Access Management (IAM) permissions. If you’re new to Amazon EC2, refer to the Amazon EC2 User Guide.

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AWS Machine Learning - AI

DECEMBER 2, 2024

Today at AWS re:Invent 2024, we are excited to announce the new Container Caching capability in Amazon SageMaker, which significantly reduces the time required to scale generative AI models for inference. This feature is only supported when using inference components.

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AWS Machine Learning - AI

APRIL 16, 2025

This challenge is further compounded by concerns over scalability and cost-effectiveness. Why LoRAX for LoRA deployment on AWS? The surge in popularity of fine-tuning LLMs has given rise to multiple inference container methods for deploying LoRA adapters on AWS. Two prominent approaches among our customers are LoRAX and vLLM.

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CIO

DECEMBER 30, 2024

In these uses case, we have enough reference implementations to point to and say, Theres value to be had here.' Weve seen so many reference implementations, and weve done so many reference implementations, that were going to see massive adoption.

Fractional CTO 212

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Perficient

APRIL 4, 2025

In Part 1 of this series, we learned about the importance of AWS and Pulumi. Now, lets explore the demo part in this practical session, which will create a service on AWS VPC by using Pulumi. AdministratorAccess or a custom policy). us-east-1) Output format (e.g., us-east-1) Output format (e.g., py to create a VPC: Step 3.

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Xebia

MAY 21, 2024

Cloud modernization has become a prominent topic for organizations, and AWS plays a crucial role in helping them modernize their IT infrastructure, applications, and services. Overall, discussions on AWS modernization are focused on security, faster releases, efficiency, and steps towards GenAI and improved innovation.

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AWS Strategy Serverless Microservices 130

Mobilunity

DECEMBER 26, 2024

In the current digital environment, migration to the cloud has emerged as an essential tactic for companies aiming to boost scalability, enhance operational efficiency, and reinforce resilience. Get AWS developers A step-by-step AWS migration checklist Mobilunity helps hiring dedicated development teams to businesses worldwide for 14+ years.

AWS 52

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AWS Machine Learning - AI

APRIL 11, 2024

AWS was delighted to present to and connect with over 18,000 in-person and 267,000 virtual attendees at NVIDIA GTC, a global artificial intelligence (AI) conference that took place March 2024 in San Jose, California, returning to a hybrid, in-person experience for the first time since 2019.

Generative AI 124

Generative AI AWS Artificial Inteligence Innovation 124

Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? HPC services on AWS Compute Technically you could design and build your own HPC cluster on AWS, it will work but you will spend time on plumbing and undifferentiated heavy lifting. AWS has two services to support your HPC workload.

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AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. The AWS Well-Architected Framework provides best practices and guidelines for designing and operating reliable, secure, efficient, and cost-effective systems in the cloud.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Although weather information is accessible through multiple channels, businesses that heavily rely on meteorological data require robust and scalable solutions to effectively manage and use these critical insights and reduce manual processes. Complete the following steps: Download the front-end code AWS-Amplify-Frontend.zip from GitHub.

Virtualization 80

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Xebia

JANUARY 18, 2024

Deploy Secure Public Web Endpoints Welcome to Building Resilient Public Networking on AWS—our comprehensive blog series on advanced networking strategies tailored for regional evacuation, failover, and robust disaster recovery. We laid the groundwork for understanding the essentials that underpin the forthcoming discussions.

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AWS Machine Learning - AI

MARCH 20, 2025

With Amazon Bedrock Data Automation, enterprises can accelerate AI adoption and develop solutions that are secure, scalable, and responsible. Cross-Region inference enables seamless management of unplanned traffic bursts by using compute across different AWS Regions. For example, a request made in the US stays within Regions in the US.

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AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. Through AWS Step Functions orchestration, the function calls Amazon Comprehend to detect the sentiment and toxicity.

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Cloudera

JANUARY 7, 2025

While multi-cloud generally refers to the use of multiple cloud providers, hybrid encompasses both cloud and on-premises integrations, as well as multi-cloud setups. A prominent public health organization integrated data from multiple regional health entities within a hybrid multi-cloud environment (AWS, Azure, and on-premise).

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Cloud Data Scalability Compliance 82

AWS Machine Learning - AI

APRIL 16, 2024

At AWS, our top priority is safeguarding the security and confidentiality of our customers’ workloads. With the AWS Nitro System , we delivered a first-of-its-kind innovation on behalf of our customers. The Nitro System is an unparalleled computing backbone for AWS, with security and performance at its core.

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AWS Machine Learning - AI

MARCH 3, 2025

These recipes include a training stack validated by Amazon Web Services (AWS) , which removes the tedious work of experimenting with different model configurations, minimizing the time it takes for iterative evaluation and testing. You can run these recipes using SageMaker HyperPod or as SageMaker training jobs.

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