AWS Machine Learning - AI

APRIL 23, 2025

Traditional keyword-based search mechanisms are often insufficient for locating relevant documents efficiently, requiring extensive manual review to extract meaningful insights. This solution improves the findability and accessibility of archival records by automating metadata enrichment, document classification, and summarization.

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AWS Machine Learning - AI

NOVEMBER 6, 2024

With Amazon Q Business , Hearst’s CCoE team built a solution to scale cloud best practices by providing employees across multiple business units self-service access to a centralized collection of documents and information. The CCoE implemented AWS Organizations across a substantial number of business units.

Generative AI 114

Generative AI Government Technical Review Innovation 114

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.

Generative AI 123

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AWS Machine Learning - AI

NOVEMBER 7, 2024

Access to car manuals and technical documentation helps the agent provide additional context for curated guidance, enhancing the quality of customer interactions. The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket.

Lambda 129

Lambda Enterprise Automotive Knowledge Base 129

AWS Machine Learning - AI

SEPTEMBER 3, 2024

That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help. In this post, we demonstrate how to leverage the new EMR Serverless integration with SageMaker Studio to streamline your data processing and machine learning workflows.

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AWS Machine Learning - AI

APRIL 29, 2025

At Data Reply and AWS, we are committed to helping organizations embrace the transformative opportunities generative AI presents, while fostering the safe, responsible, and trustworthy development of AI systems. Post-authentication, users access the UI Layer, a gateway to the Red Teaming Playground built on AWS Amplify and React.

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Generative AI Weak Development Team AWS Artificial Inteligence 74

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.

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AWS Machine Learning - AI

APRIL 30, 2025

Similarly, when an incident occurs in IT, the responding team must provide a precise, documented history for future reference and troubleshooting. As businesses expand, they encounter a vast array of transactions that require meticulous documentation, categorization, and reconciliation.

Artificial Inteligence 105

Artificial Inteligence Technical Review Software Review Generative AI 105

AWS Machine Learning - AI

JANUARY 29, 2025

Amazon Bedrock Custom Model Import enables the import and use of your customized models alongside existing FMs through a single serverless, unified API. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability. Take note of the S3 path youre using.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

Seamless integration of latest foundation models (FMs), Prompts, Agents, Knowledge Bases, Guardrails, and other AWS services. Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. Set up your knowledge base with relevant customer service documentation, FAQs, and product information.

Generative AI 122

Generative AI Artificial Inteligence Knowledge Base AWS 122

AWS Machine Learning - AI

FEBRUARY 11, 2025

Large-scale data ingestion is crucial for applications such as document analysis, summarization, research, and knowledge management. These tasks often involve processing vast amounts of documents, which can be time-consuming and labor-intensive. Then we introduce the solution deployment using three AWS CloudFormation templates.

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Knowledge Base Lambda Enterprise AWS 102

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. However, some components may incur additional usage-based costs.

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Generative AI Applications AWS Knowledge Base 113

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 workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 109

Knowledge Base Generative AI Technical Review Lambda 109

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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AWS Machine Learning - AI

JANUARY 22, 2025

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using the AWS tools without having to manage any infrastructure. You will be given two documents to compare. Here are the two documents.

Generative AI 111

Generative AI Video Analysis Technical Review 111

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 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.

Generative AI 111

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AWS Machine Learning - AI

MARCH 3, 2025

Designed for both image and document comprehension, Pixtral demonstrates advanced capabilities in vision-related tasks, including chart and figure interpretation, document question answering, multimodal reasoning, and instruction followingseveral of which are illustrated with examples later in this post.

Insurance 108

Insurance AWS eCommerce Software Review 108

AWS Machine Learning - AI

MARCH 7, 2025

Mozart, the leading platform for creating and updating insurance forms, enables customers to organize, author, and file forms seamlessly, while its companion uses generative AI to compare policy documents and provide summaries of changes in minutes, cutting the change adoption time from days or weeks to minutes.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

APRIL 22, 2025

In December, we announced the preview availability for Amazon Bedrock Intelligent Prompt Routing , which provides a single serverless endpoint to efficiently route requests between different foundation models within the same model family. Getting started You can get started using the AWS Management Console for Amazon Bedrock.

Artificial Inteligence 114

Artificial Inteligence AWS Generative AI Metrics 114

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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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. Take a look at the Mistral-on-AWS repo.

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Generative AI AWS Technical Review Artificial Inteligence 108

Stackery

APRIL 11, 2019

I first heard about this pattern a few years ago at a ServerlessConf from a consultant who was helping a “big bank” convert to serverless. 6.10, which is approaching EOL for AWS Lambda? What if, instead, we could do the following: This may seem magical, but it’s possible using advanced mechanisms built into AWS API Gateway.

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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 Network Load Balancer Software Review 147

AWS Machine Learning - AI

AUGUST 5, 2024

This post demonstrates how to seamlessly automate the deployment of an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and AWS CloudFormation , enabling organizations to quickly and effortlessly set up a powerful RAG system. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

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Knowledge Base AWS Generative AI Machine Learning 125

Erik Bernhardsson

APRIL 18, 2021

I mean, as a user, I can set up a static website in AWS, but it takes 45 steps in the console and 12 of them are highly confusing if you never did it before. Truly serverless. Serverless doesn't mean it's a burstable VM that saves its instance state to disk during periods of idle. Can't wait. I could go on, but I won't.

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Stackery

SEPTEMBER 3, 2019

That’s right, while you were avoiding the back-to-school rush at Office Depot, cutting the crusts off PB&Js, and taking the layers out of mothballs (confession: I have never seen let alone used a single mothball), Serverless Summer School began winding down and is now over for the season. SSS: Serverless Confidence, AWS Proficiency.

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AWS Machine Learning - AI

NOVEMBER 22, 2023

We also use Vector Engine for Amazon OpenSearch Serverless (currently in preview) as the vector data store to store embeddings. For instance, a financial firm might prefer its Q&A bot to source answers from its latest internal documents, ensuring accuracy and compliance with its business rules.

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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.

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Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

MARCH 5, 2025

For example, consider how the following source document chunk from the Amazon 2023 letter to shareholders can be converted to question-answering ground truth. By segment, North America revenue increased 12% Y oY from $316B to $353B, International revenue grew 11% Y oY from$118B to $131B, and AWS revenue increased 13% Y oY from $80B to $91B.

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

Xebia

FEBRUARY 19, 2024

In this blog post, we examine the relative costs of different language runtimes on AWS Lambda. Many languages can be used with AWS Lambda today, so we focus on four interesting ones. Rust just came to AWS Lambda in November 2023 , so probably a lot of folks are wondering whether to try it out. The maximum injection size is 500.

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Lambda AWS Software Review Systems Review 130

AWS Machine Learning - AI

JULY 10, 2024

Today at the AWS New York Summit, we announced a wide range of capabilities for customers to tailor generative AI to their needs and realize the benefits of generative AI faster. Each application can be immediately scaled to thousands of users and is secure and fully managed by AWS, eliminating the need for any operational expertise.

Artificial Inteligence 142

Artificial Inteligence AWS Generative AI Knowledge Base 142

AWS Machine Learning - AI

APRIL 22, 2025

To address these challenges, Infosys partnered with Amazon Web Services (AWS) to develop the Infosys Event AI to unlock the insights generated during events. The services used in the solution are granted least-privilege permissions through AWS Identity and Access Management (IAM) policies for security purposes.

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Media Knowledge Base AWS Systems Review 82

AWS Machine Learning - AI

APRIL 9, 2025

They are available at no additional charge in AWS Regions where the Amazon Q Business service is offered. Log groups prefixed with /aws/vendedlogs/ will be created automatically. AWS follows an explicit deny overrides allow model, meaning that if you explicitly deny an action, it will take precedence over allow statements.

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Weak Development Team Metrics AWS Systems Review 89

Dzone - DevOps

MAY 1, 2023

With the growth of the application modernization demands, monolithic applications were refactored to cloud-native microservices and serverless functions with lighter, faster, and smaller application portfolios for the past years.

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AWS Machine Learning - AI

SEPTEMBER 17, 2024

In this post, we demonstrate a solution using Amazon FSx for NetApp ONTAP with Amazon Bedrock to provide a RAG experience for your generative AI applications on AWS by bringing company-specific, unstructured user file data to Amazon Bedrock in a straightforward, fast, and secure way.

Generative AI 95

Generative AI AWS Applications Serverless 95

Apiumhub

SEPTEMBER 27, 2023

This is the second post in a two-part series exploring the world of Serverless and Edge Runtime. In the previous post, we got familiar with serverless; the main focus of this post will be the Edge Runtime, where it can be useful, and what its caveats are. We’ll have to convert our code either to TypeScript, or Javascript.

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