AWS Machine Learning - AI

NOVEMBER 26, 2024

there is an increasing need for scalable, reliable, and cost-effective solutions to deploy and serve these models. AWS Trainium and AWS Inferentia based instances, combined with Amazon Elastic Kubernetes Service (Amazon EKS), provide a performant and low cost framework to run LLMs efficiently in a containerized environment.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. You can use AWS services such as Application Load Balancer to implement this approach. API Gateway also provides a WebSocket API. Take Retrieval Augmented Generation (RAG) as an example.

Generative AI 97

Generative AI AWS Enterprise Artificial Inteligence 97

AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. Organizations can now label all Amazon Bedrock models with AWS cost allocation tags , aligning usage to specific organizational taxonomies such as cost centers, business units, and applications.

Generative AI 124

Generative AI AWS Artificial Inteligence Budget 124

AWS Machine Learning - AI

NOVEMBER 15, 2024

With the QnABot on AWS (QnABot), integrated with Microsoft Azure Entra ID access controls, Principal launched an intelligent self-service solution rooted in generative AI. Principal also used the AWS open source repository Lex Web UI to build a frontend chat interface with Principal branding.

Generative AI 111

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AWS Machine Learning - AI

NOVEMBER 22, 2024

This post discusses how to use AWS Step Functions to efficiently coordinate multi-step generative AI workflows, such as parallelizing API calls to Amazon Bedrock to quickly gather answers to lists of submitted questions. The results of each iteration are collected and made available for subsequent steps in the state machine.

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CIO

FEBRUARY 11, 2025

Add to this the escalating costs of maintaining legacy systems, which often act as bottlenecks for scalability. The latter option had emerged as a compelling solution, offering the promise of enhanced agility, reduced operational costs, and seamless scalability. Scalability. Scalability. Legacy infrastructure.

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Serverless Architecture Microservices Scalability 155

AWS Machine Learning - AI

APRIL 1, 2025

AWS App Studio is a generative AI-powered service that uses natural language to build business applications, empowering a new set of builders to create applications in minutes. Cross-instance Import and Export Enabling straightforward and self-service migration of App Studio applications across AWS Regions and AWS accounts.

AWS 77

AWS Software Review Technical Review Generative AI 77

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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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?

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AWS Machine Learning - AI

NOVEMBER 6, 2024

However, Cloud Center of Excellence (CCoE) teams often can be perceived as bottlenecks to organizational transformation due to limited resources and overwhelming demand for their support. The CCoE implemented AWS Organizations across a substantial number of business units.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

These settings provide a solid foundation for generating high-quality images while efficiently utilizing your hardware resources, allowing for further adjustments based on specific requirements. He is passionate about creating accessible resources for people to learn and develop proficiency with AI.

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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 95

Artificial Inteligence AWS Technical Review Policies 95

CIO

NOVEMBER 4, 2024

Much like finance, HR, and sales functions, organizations aim to streamline cloud operations to address resource limitations and standardize services. However, enterprise cloud computing still faces similar challenges in achieving efficiency and simplicity, particularly in managing diverse cloud resources and optimizing data management.

Data Center 134

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Xebia

JANUARY 26, 2025

However, proper strategies can make managing resources, dependencies, and environments challenging. This blog explores how to optimize feature branch workflows, maintain encapsulated logical stacks, and apply best practices like resource naming to improve clarity, scalability, and cost-effectiveness.

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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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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.

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Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? With common compute resources most (serial) computing challenges can be solved. Resources are available on-demand, no ordering/waiting time for the deployment of resources. AWS has two services to support your HPC workload.

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AWS Performance Storage Linux 147

AWS Machine Learning - AI

MARCH 14, 2025

Whether processing invoices, updating customer records, or managing human resource (HR) documents, these workflows often require employees to manually transfer information between different systems a process thats time-consuming, error-prone, and difficult to scale. Prerequisites AWS Command Line Interface (CLI), follow instructions here.

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Perficient

MARCH 27, 2025

What Youll Learn How Pulumi works with AWS Setting up Pulumi with Python Deploying various AWS services with real-world examples Best practices and advanced tips Why Pulumi for AWS? Multi-Cloud and Multi-Language Support Deploy across AWS, Azure, and Google Cloud with Python, TypeScript, Go, or.NET.

AWS 52

AWS Infrastructure Lambda Load Balancer 52

Perficient

DECEMBER 23, 2024

Objective: IAM DB Authentication improves security, enables centralized user management, supports auditing, and ensures scalability for database access.

Authentication 52

Authentication AWS Policies Scalability 52

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. An S3 bucket prepared to store the custom model.

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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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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. It helps you see what resources will be created (+), updated (~), or deleted (-) without actually making any changes.

AWS 52

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AWS Machine Learning - AI

OCTOBER 29, 2024

This solution uses decorators in your application code to capture and log metadata such as input prompts, output results, run time, and custom metadata, offering enhanced security, ease of use, flexibility, and integration with native AWS services.

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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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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

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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Knowledge Base Scalability Applications Generative AI 114

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

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. Container Caching addresses this scaling challenge by pre-caching the container image, eliminating the need to download it when scaling up.

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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. Irina Radu is a Prototyping Engagement Manager, part of AWS EMEA Prototyping and Cloud Engineering.

Media 101

Media Video Artificial Inteligence Generative AI 101

Cloudera

JANUARY 7, 2025

A prominent public health organization integrated data from multiple regional health entities within a hybrid multi-cloud environment (AWS, Azure, and on-premise). A leading meal kit provider migrated its data architecture to Cloudera on AWS, utilizing Cloudera’s Open Data Lakehouse capabilities.

Cloud 82

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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.

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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 93

Generative AI Games Development AWS 93

AWS Machine Learning - AI

DECEMBER 4, 2024

SageMaker Unified Studio combines various AWS services, including Amazon Bedrock , Amazon SageMaker , Amazon Redshift , Amazon Glue , Amazon Athena , and Amazon Managed Workflows for Apache Airflow (MWAA) , into a comprehensive data and AI development platform. Navigate to the AWS Secrets Manager console and find the secret -api-keys.

Generative AI 92

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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. In this post, we use IAM Identity Center as the SAML 2.0-aligned

Data 102

Data AWS Groups Knowledge Base 102

AWS Machine Learning - AI

APRIL 10, 2025

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. Our study used Amazon Nova Micro and Amazon Nova Lite as baseline FMs and tested their performance across different configurations.

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Case Study Artificial Inteligence Study Generative AI 95

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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Generative AI Organization Enterprise Artificial Inteligence 74