AWS Machine Learning - AI

DECEMBER 11, 2024

Earlier this year, we published the first in a series of posts about how AWS is transforming our seller and customer journeys using generative AI. Field Advisor serves four primary use cases: AWS-specific knowledge search With Amazon Q Business, weve made internal data sources as well as public AWS content available in Field Advisors index.

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AWS Generative AI Technical Review Artificial Inteligence 109

AWS Machine Learning - AI

DECEMBER 24, 2024

To simplify infrastructure setup and accelerate distributed training, AWS introduced Amazon SageMaker HyperPod in late 2023. In this blog post, we showcase how you can perform efficient supervised fine tuning for a Meta Llama 3 model using PEFT on AWS Trainium with SageMaker HyperPod. You can also customize your distributed training.

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CIO

MARCH 20, 2025

Generative and agentic artificial intelligence (AI) are paving the way for this evolution. Built on top of EXLerate.AI, EXLs AI orchestration platform, and Amazon Web Services (AWS), Code Harbor eliminates redundant code and optimizes performance, reducing manual assessment, conversion and testing effort by 60% to 80%.

Artificial Inteligence 139

Artificial Inteligence Enterprise Insurance Artificial Intelligence 139

CIO

DECEMBER 11, 2024

Digital transformation started creating a digital presence of everything we do in our lives, and artificial intelligence (AI) and machine learning (ML) advancements in the past decade dramatically altered the data landscape. The choice of vendors should align with the broader cloud or on-premises strategy.

Data 167

Data Technical Review Software Review Weak Development Team 167

CIO

DECEMBER 3, 2024

Generally speaking, a healthy application and data architecture is at the heart of successful modernisation. IBM and Amazon Web Services (AWS) have partnered up to make this easier. All kinds of things can be automated The question is, how should businesses go about modernising their own applications effectively?

Industry 183

Industry AWS Banking Agile 183

AWS Machine Learning - AI

NOVEMBER 6, 2024

The rise of large language models (LLMs) and foundation models (FMs) has revolutionized the field of natural language processing (NLP) and artificial intelligence (AI). You can interact with Amazon Bedrock using AWS SDKs available in Python, Java, Node.js, and more. If you don’t have one, you can create a new account.

Software Review 119

Software Review Artificial Inteligence Generative AI AWS 119

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. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

Knowledge Base 109

Knowledge Base Technical Review Generative AI Lambda 109

AWS Machine Learning - AI

NOVEMBER 22, 2024

Seamless integration of latest foundation models (FMs), Prompts, Agents, Knowledge Bases, Guardrails, and other AWS services. Prerequisites Before implementing the new capabilities, make sure that you have the following: An AWS account In Amazon Bedrock: Create and test your base prompts for customer service interactions in Prompt Management.

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Generative AI Artificial Inteligence Knowledge Base AWS 123

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.

Scalability 130

Scalability Lambda Generative AI AWS 130

CIO

MAY 3, 2024

IBM has announced the expansion of its software portfolio to 92 countries in AWS Marketplace, a digital catalog with thousands of software listings from independent software vendors (ISVs). Since AWS is the cloud infra leader with thousands of enterprises and many of them overlap with IBM and RedHat using their SaaS solutions.

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CIO

FEBRUARY 4, 2025

This surge is driven by the rapid expansion of cloud computing and artificial intelligence, both of which are reshaping industries and enabling unprecedented scalability and innovation. The result was a compromised availability architecture. This lack of engagement results in inertia and minimal progress.

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AWS Machine Learning - AI

NOVEMBER 1, 2024

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. By assigning AWS cost allocation tags, the organization can effectively monitor and track their Bedrock spend patterns.

Generative AI 142

Generative AI AWS Artificial Inteligence Budget 142

Xebia

APRIL 20, 2023

That’s right, folks; I replaced the Xebia leadership with artificial intelligence! The payload, which includes the selected Xebian and the question, is sent to the API endpoint at [link] This endpoint is a CloudFront distribution in front of an AWS Lambda function that acts as an HTTP endpoint. What would you build?

Artificial Intelligence 130

Artificial Intelligence Artificial Inteligence Leadership Lambda 130

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.

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AWS Artificial Inteligence Technical Review Systems Review 83

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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Generative AI Artificial Inteligence AWS Technical Review 132

AWS Machine Learning - AI

APRIL 16, 2025

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. The following diagram is the solution architecture. aws ec2 describe-images --filters 'Name=name,Values=Deep Learning OSS Nvidia Driver AMI GPU PyTorch 2.5*(Ubuntu*'

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Artificial Inteligence AWS Generative AI Storage 102

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 119

Artificial Inteligence AWS Technical Review Policies 119

AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times.

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Generative AI Video Engineering Artificial Inteligence 111

CIO

NOVEMBER 23, 2022

Enterprise architecture definition Enterprise architecture (EA) is the practice of analyzing, designing, planning, and implementing enterprise analysis to successfully execute on business strategies. Making it easier to evaluate existing architecture against long-term goals.

Architecture 193

Architecture Enterprise Agile Artificial Inteligence 193

AWS Machine Learning - AI

MARCH 13, 2025

Advancements in multimodal artificial intelligence (AI), where agents can understand and generate not just text but also images, audio, and video, will further broaden their applications. This post will discuss agentic AI driven architecture and ways of implementing.

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AWS Machine Learning - AI

NOVEMBER 27, 2024

In a transformer architecture, such layers are the embedding layers and the multilayer perceptron (MLP) layers. and prior Llama models) and Mistral model architectures for context parallelism. Delving deeper into FP8’s architecture, we discover two distinct subtypes: E4M3 and E5M2. supports the Llama 3.1 (and

Training 111

Training Artificial Inteligence AWS Machine Learning 111

Dzone - DevOps

APRIL 9, 2025

Amazon Web Services (AWS) provides an expansive suite of tools to help developers build and manage serverless applications with ease. By abstracting the complexities of infrastructure, AWS enables teams to focus on innovation. Why Combine AI, ML, and Serverless Computing?

Serverless 52

Serverless Artificial Inteligence Scalability AWS 52

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. The following diagram illustrates the solution architecture. At the time of writing, Amazon Nova model fine-tuning is exclusively available in us-east-1.

Case Study 124

Case Study Artificial Inteligence Study Generative AI 124

CIO

DECEMBER 9, 2024

Generally speaking, a healthy application and data architecture is at the heart of successful modernisation. IBM and Amazon Web Services (AWS) have partnered up to make this easier. All kinds of things can be automated The question is, how should businesses go about modernising their own applications effectively?

Industry 147

Industry Banking AWS Agile 147

AWS Machine Learning - AI

JANUARY 29, 2025

Intelligent document processing , translation and summarization, flexible and insightful responses for customer support agents, personalized marketing content, and image and code generation are a few use cases using generative AI that organizations are rolling out in production.

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Generative AI Organization Enterprise Artificial Inteligence 99

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. versions, catering to different programming preferences.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

The Crazy Programmer

JUNE 14, 2024

Artificial Intelligence (AI) is revolutionizing software development by enhancing productivity, improving code quality, and automating routine tasks. Amazon CodeWhisperer Amazon CodeWhisperer is a machine learning-powered code suggestion tool from Amazon Web Services (AWS).

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Programming Tools Software Review Artificial Inteligence 271

AWS Machine Learning - AI

JULY 3, 2024

To solve this problem, this post shows you how to apply AWS services such as Amazon Bedrock , AWS Step Functions , and Amazon Simple Email Service (Amazon SES) to build a fully-automated multilingual calendar artificial intelligence (AI) assistant. It lets you orchestrate multiple steps in the pipeline.

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AWS Artificial Inteligence Generative AI Lambda 139

CIO

DECEMBER 30, 2024

Agents will begin replacing services Software has evolved from big, monolithic systems running on mainframes, to desktop apps, to distributed, service-based architectures, web applications, and mobile apps. Agents can be more loosely coupled than services, making these architectures more flexible, resilient and smart.

Fractional CTO 212

Fractional CTO Software Development CTO Coach Architecture 212

AWS Machine Learning - AI

APRIL 10, 2025

The failed instance also needs to be isolated and terminated manually, either through the AWS Management Console , AWS Command Line Interface (AWS CLI), or tools like kubectl or eksctl. About the Authors Anoop Saha is a Sr GTM Specialist at Amazon Web Services (AWS) focusing on generative AI model training and inference.

Training 113

Training Artificial Inteligence Hardware Systems Review 113

AWS Machine Learning - AI

OCTOBER 11, 2024

It uses Amazon Bedrock , AWS Health , AWS Step Functions , and other AWS services. Some examples of AWS-sourced operational events include: AWS Health events — Notifications related to AWS service availability, operational issues, or scheduled maintenance that might affect your AWS resources.

Cloud 97

Cloud AWS Serverless Policies 97

AWS Machine Learning - AI

APRIL 30, 2025

This post explores key insights and lessons learned from AWS customers in Europe, Middle East, and Africa (EMEA) who have successfully navigated this transition, providing a roadmap for others looking to follow suit. Il Sole 24 Ore leveraged its vast internal knowledge with a Retrieval Augmented Generation (RAG) solution powered by AWS.

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Generative AI Artificial Inteligence AWS Machine Learning 68

AWS Machine Learning - AI

JULY 31, 2024

Amazon Web Services (AWS) is committed to supporting the development of cutting-edge generative artificial intelligence (AI) technologies by companies and organizations across the globe. Let’s dive in and explore how these organizations are transforming what’s possible with generative AI on AWS.

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Artificial Inteligence AWS Programming Innovation 128

AWS Machine Learning - AI

MARCH 7, 2025

In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline. The following diagram illustrates the solution architecture. You can create a decoupled architecture with reusable components.

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Generative AI Technical Review Insurance Policies 102

AWS Machine Learning - AI

APRIL 16, 2024

Generative artificial intelligence (AI) is transforming the customer experience in industries across the globe. 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.

Generative AI 141

Generative AI AWS Artificial Inteligence Infrastructure 141

CIO

APRIL 1, 2025

As artificial intelligence (AI) services, particularly generative AI (genAI), become increasingly integral to modern enterprises, establishing a robust financial operations (FinOps) strategy is essential. in artificial intelligence and the genetic algorithm. Magesh Kasthuri is a Ph.D

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Technical Review Azure Budget Artificial Intelligence 88

TechCrunch

NOVEMBER 16, 2020

Hameed and Qadeer developed Deep Vision’s architecture as part of a Ph.D. “They came up with a very compelling architecture for AI that minimizes data movement within the chip,” Annavajjhala explained. In addition, its software optimizes the overall data flow inside the architecture based on the specific workload.

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