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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Xebia

FEBRUARY 4, 2025

When running a Docker container on ECS Fargate, persistent storage is often a necessity. I initially attempted to solve this by manually creating the required directory on EFS using a Lambda-backed custom resource. How about a custom resource? A Lambda function could do this, so I started implementing a custom resource.

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AWS Machine Learning - AI

APRIL 9, 2025

Such a virtual assistant should support users across various business functions, such as finance, legal, human resources, and operations. Before migrating any of the provided solutions to production, we recommend following the AWS Well-Architected Framework. An example is a virtual assistant for enterprise business operations.

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Cloudera

DECEMBER 2, 2024

To that end, we’re collaborating with Amazon Web Services (AWS) to deliver a high-performance, energy-efficient, and cost-effective solution by supporting many data services on AWS Graviton. The net result is that queries are more efficient and run for shorter durations, while storage costs and energy consumption are reduced.

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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.

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Xebia

JANUARY 8, 2024

Introduction With an ever-expanding digital universe, data storage has become a crucial aspect of every organization’s IT strategy. The cloud, particularly Amazon Web Services (AWS), has made storing vast amounts of data more uncomplicated than ever before. The following table gives you an overview of AWS storage costs.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

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CIO

APRIL 15, 2025

Today, data sovereignty laws and compliance requirements force organizations to keep certain datasets within national borders, leading to localized cloud storage and computing solutions just as trade hubs adapted to regulatory and logistical barriers centuries ago.

Strategy 164

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AWS Machine Learning - AI

APRIL 16, 2025

Similarly, organizations are fine-tuning generative AI models for domains such as finance, sales, marketing, travel, IT, human resources (HR), procurement, healthcare and life sciences, and customer service. Why LoRAX for LoRA deployment on AWS? This challenge is further compounded by concerns over scalability and cost-effectiveness.

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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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Generative AI Government Technical Review Innovation 114

AWS Machine Learning - AI

NOVEMBER 7, 2024

The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket. x or later The AWS CDK CLI installed Deploy the solution The following steps outline the process to deploying the solution using the AWS CDK. The following diagram illustrates how it works.

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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. 8B ) and DeepSeek-R1-Distill-Llama-70B (from base model Llama-3.3-70B-Instruct

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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

MARCH 3, 2025

Hybrid architecture with AWS Local Zones To minimize the impact of network latency on TTFT for users regardless of their locations, a hybrid architecture can be implemented by extending AWS services from commercial Regions to edge locations closer to end users. Next, create a subnet inside each Local Zone. Amazon Linux 2).

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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. Additionally, you can choose what gets logged.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

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 Machine Learning - AI

JANUARY 13, 2025

Amazon Q Business as a web experience makes AWS best practices readily accessible, providing cloud-centered recommendations quickly and making it straightforward to access AWS service functions, limits, and implementations. MuleSoft from Salesforce provides the Anypoint platform that gives IT the tools to automate everything.

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CIO

JUNE 28, 2023

Amazon Web Services (AWS) on Tuesday unveiled a new no-code offering, dubbed AppFabric, designed to simplify SaaS integration for enterprises by increasing application observability and reducing operational costs associated with building point-to-point solutions. AppFabric, which is available across AWS’ US East (N.

Generative AI 204

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CIO

JANUARY 7, 2025

All the major cloud providers from North America AWS, Google, Microsoft Azure, Oracle Cloud are on par with each other, with most of their services and capabilities are primed to address the needs of any enterprise. You get a subscription and begin deploying resources. How difficult can it be, after all?

Cloud 147

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AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. Deploy the AWS CDK project to provision the required resources in your AWS account.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

The storage layer uses Amazon Simple Storage Service (Amazon S3) to hold the invoices that business users upload. Prerequisites To perform this solution, complete the following: Create and activate an AWS account. Make sure your AWS credentials are configured correctly. Install Python 3.7 or later on your local machine.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Enhancing AWS Support Engineering efficiency The AWS Support Engineering team faced the daunting task of manually sifting through numerous tools, internal sources, and AWS public documentation to find solutions for customer inquiries. Then we introduce the solution deployment using three AWS CloudFormation templates.

Knowledge Base 102

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Xebia

JANUARY 23, 2025

Introduction Having the ability to utilize resources on demand and gaining high speed connectivity across the globe, without the need to purchase and maintain all the physical resources, is one of the greatest benefits of a Cloud Service Provider (CSP). There is a catch: it will open up access to all Google APIs.

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Mobilunity

DECEMBER 26, 2024

For medium to large businesses with outdated systems or on-premises infrastructure, transitioning to AWS can revolutionize their IT operations and enhance their capacity to respond to evolving market needs. AWS migration isnt just about moving data; it requires careful planning and execution. Need to hire skilled engineers?

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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 106

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AWS Machine Learning - AI

JANUARY 13, 2025

The collaboration between BQA and AWS was facilitated through the Cloud Innovation Center (CIC) program, a joint initiative by AWS, Tamkeen , and leading universities in Bahrain, including Bahrain Polytechnic and University of Bahrain. The following diagram illustrates the solution architecture.

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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 111

Data AWS Groups Knowledge Base 111

AWS Machine Learning - AI

MARCH 18, 2025

Today, were announcing a significant enhancement to Amazon Bedrock Guardrails: AWS Identity and Access Management (IAM) policy-based enforcement.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

We guide you through deploying the necessary infrastructure using AWS CloudFormation , creating an internal labeling workforce, and setting up your first labeling job. Solution overview This audio/video segmentation solution combines several AWS services to create a robust annotation workflow. We demonstrate how to use Wavesurfer.js

Video 102

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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.

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AWS Machine Learning - AI

NOVEMBER 15, 2024

They also want resources and guidance to implement that technology responsibly in their own organization. At AWS, we are committed to developing AI responsibly , taking a people-centric approach that prioritizes education, science, and our customers, integrating responsible AI across the end-to-end AI lifecycle.

Applications 111

Applications Generative AI AWS Artificial Inteligence 111

AWS Machine Learning - AI

APRIL 30, 2025

Because Amazon Bedrock is serverless, you dont have to manage infrastructure to securely integrate and deploy generative AI capabilities into your application, handle spiky traffic patterns, and enable new features like cross-Region inference, which helps provide scalability and reliability across AWS Regions.

Artificial Inteligence 103

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AWS Machine Learning - AI

MARCH 3, 2025

However, customizing DeepSeek models effectively while managing computational resources remains a significant challenge. The launcher interfaces with underlying cluster management systems such as SageMaker HyperPod (Slurm or Kubernetes) or training jobs, which handle resource allocation and scheduling.

Artificial Inteligence 98

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AWS Machine Learning - AI

MARCH 20, 2025

The result is expensive, brittle workflows that demand constant maintenance and engineering resources. Cross-Region inference enables seamless management of unplanned traffic bursts by using compute across different AWS Regions. Virginia) AWS Regions helping to ensure seamless request routing and enhanced reliability.

Data 117

Data Generative AI Artificial Inteligence Compliance 117

Apiumhub

DECEMBER 9, 2024

Azure Key Vault Secrets offers a centralized and secure storage alternative for API keys, passwords, certificates, and other sensitive statistics. Azure Key Vault is a cloud service that provides secure storage and access to confidential information such as passwords, API keys, and connection strings. What is Azure Key Vault Secret?

Azure 91

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AWS Machine Learning - AI

MARCH 13, 2025

We discuss the unique challenges MaestroQA overcame and how they use AWS to build new features, drive customer insights, and improve operational inefficiencies. The customer interaction transcripts are stored in an Amazon Simple Storage Service (Amazon S3) bucket.

Generative AI 113

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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. To do so, we create a knowledge base.

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