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. In the following sections, we explain how to deploy this architecture.

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AWS Machine Learning - AI

OCTOBER 11, 2024

A streamlined process should include steps to ensure that events are promptly detected, prioritized, acted upon, and documented for future reference and compliance purposes, enabling efficient operational event management at scale. The following diagram illustrates the solution architecture.

Cloud 93

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AWS Machine Learning - AI

JANUARY 22, 2025

We explain the end-to-end solution workflow, the prompts needed to produce the transcript and perform security analysis, and provide a deployable solution architecture. For example, the use of shortcut keys like Ctrl + S to save a document cant be detected from an image of the console. You will be given two documents to compare.

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

Knowledge Base 92

Knowledge Base Generative AI Technical Review Lambda 92

Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. 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. DynamoDB Tables and Aurora Serverless Databases).

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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. User authorization for documents within the individual S3 buckets were controlled through access control lists (ACLs).

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Generative AI Government Technical Review Innovation 99

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. The following diagram illustrates the solution architecture.

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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

NOVEMBER 7, 2024

API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 106

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AWS Machine Learning - AI

DECEMBER 11, 2024

This enables sales teams to interact with our internal sales enablement collateral, including sales plays and first-call decks, as well as customer references, customer- and field-facing incentive programs, and content on the AWS website, including blog posts and service documentation.

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AWS Machine Learning - AI

NOVEMBER 22, 2023

In this post, we explore building a contextual chatbot for financial services organizations using a RAG architecture with the Llama 2 foundation model and the Hugging Face GPTJ-6B-FP16 embeddings model, both available in SageMaker JumpStart. Their training on predominantly generalized data diminishes their efficacy in domain-specific tasks.

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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.

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Generative AI Technical Review Insurance Policies 82

AWS Machine Learning - AI

OCTOBER 29, 2024

Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times. With over 8 years of experience in cloud architecture, Adam helps large enterprise customers solve their business problems using AWS. Adam Raffe is a Principal Solutions Architect at AWS.

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Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. We can also quickly integrate flows with our applications using the SDK APIs for serverless flow execution — without wasting time in deployment and infrastructure management.

Generative AI 108

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AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. For a detailed breakdown of the features and implementation specifics, refer to the comprehensive documentation in the GitHub repository. However, some components may incur additional usage-based costs.

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O'Reilly Media - Ideas

JANUARY 14, 2025

However, Anthropics documentation is full of warnings about serious security vulnerabilities that remain to be solved. Interest in Data Lake architectures rose 59%, while the much older Data Warehouse held steady, with a 0.3% Usage of material about Software Architecture rose 5.5% Finally, ETL grew 102%.

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Trends Technology Security Artificial Inteligence 130

The Agile Monkey

JUNE 7, 2019

When serverless pops up in conversation, there is sometimes an uncomfortable silence in the room. This is possibly because the majority of us don’t know much about serverless. Serverless is the new paradigm for building applications. As a result, we only have to think about our code, architecture and which services to use.

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Stackery

MAY 22, 2019

With Serverless, it’s not the technology that’s hard, it’s understanding the language of a new culture and operational model. Serverless architecture has coined some new terms and, more confusingly, re-used a few older terms with new meanings. This glossary will clarify some of them. For now, we’re sticking with ‘App’.

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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.

Knowledge Base 85

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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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Xebia

MAY 21, 2024

This involves updating existing systems to take advantage of modern cloud-native architectures, technologies, and best practices, which always follow the six Pillars of AWS Well Architecture Framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

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AWS Machine Learning - AI

MARCH 5, 2025

These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques. To convert the source document excerpt into ground truth, we provide a base LLM prompt template.

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Stackery

MAY 29, 2019

If you’ve built a serverless application or two, you’re probably familiar with the benefits of serverless architecture. There’s another side to the serverless story: developer workflow. Understanding the benefits of serverless is easy, but building serverless apps well requires effective development workflows.

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Apiumhub

JULY 7, 2020

If you remember my article about Software Architecture Quality Attributes , you know that we have been conducting a survey to find out key software architecture metrics that leading companies and software architects use. As quality of a software’s architecture is essential, yet very difficult to apprehend and measure.

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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

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.

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Insurance AWS eCommerce Software Review 89

AWS Machine Learning - AI

MAY 31, 2024

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 Amazon Web Services (AWS) tools without having to manage infrastructure. The following diagram depicts a high-level RAG architecture.

Knowledge Base 125

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AWS Machine Learning - AI

APRIL 9, 2025

For instance, consider an AI-driven legal document analysis system designed for businesses of varying sizes, offering two primary subscription tiers: Basic and Pro. Meanwhile, the business analysis interface would focus on text summarization for analyzing various business documents. This is illustrated in the following figure.

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AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

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AWS Machine Learning - AI

APRIL 23, 2024

However, to unlock the long-term success and viability of these AI-powered solutions, it is crucial to align them with well-established architectural principles. For latest information, please refer to the documentation above. VectorIngestionConfiguration – Contains details about how to ingest the documents in a data source.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. In this post, we illustrate contextually enhancing a chatbot by using Knowledge Bases for Amazon Bedrock , a fully managed serverless service. Embeddings are created for documents and user questions.

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AWS Machine Learning - AI

SEPTEMBER 26, 2024

This domain knowledge is traditionally captured in reference manuals, service bulletins, quality ticketing systems, engineering drawings, and more, but the quantity and complexity of documents is growing and takes time to learn. How can I trace the reasoning of my model back to source documents to build user trust?” “How

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Xicom

MARCH 16, 2021

Nowadays, the cliche “serverless architecture” is the latest addition in the technology wordbook, prevailing following the launch of AWS (Amazon Web Services) Lambada in 2014. While the gospel truth is serverless, architecture proffers the promise of writing codes without any ongoing server administration apprehension.

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AWS Machine Learning - AI

JULY 1, 2024

In this post, we demonstrate how you can build chatbots with QnAIntent that connects to a knowledge base in Amazon Bedrock (powered by Amazon OpenSearch Serverless as a vector database ) and build rich, self-service, conversational experiences for your customers. The following diagram illustrates the solution architecture and workflow.

Knowledge Base 119

Knowledge Base Artificial Inteligence Generative AI AWS 119

Altexsoft

JULY 25, 2019

All these issues are addressed in the web application’s architecture. We’ll cover the basic concepts of any modern web application and explain how the architecture patterns may differ depending on the application you’re building. What is Web Application Architecture? Web application architecture following the three-tier pattern.

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AWS Machine Learning - AI

AUGUST 13, 2024

The healthcare industry generates and collects a significant amount of unstructured textual data, including clinical documentation such as patient information, medical history, and test results, as well as non-clinical documentation like administrative records. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

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