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

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.

Generative AI 129

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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.

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Generative AI Video Engineering Artificial Inteligence 109

AWS Machine Learning - AI

JANUARY 22, 2025

These services use advanced machine learning (ML) algorithms and computer vision techniques to perform functions like object detection and tracking, activity recognition, and text and audio recognition. For example, the use of shortcut keys like Ctrl + S to save a document cant be detected from an image of the console.

Generative AI 108

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AWS Machine Learning - AI

NOVEMBER 22, 2023

In addition, customers are looking for choices to select the most performant and cost-effective machine learning (ML) model and the ability to perform necessary customization (fine-tuning) to fit their business use cases. Their training on predominantly generalized data diminishes their efficacy in domain-specific tasks.

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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. This solution uses the powerful capabilities of Amazon Q Business.

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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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TechCrunch

MARCH 29, 2022

When Pinecone launched last year, the company’s message was around building a serverless vector database designed specifically for the needs of data scientists. This [format] is much more semantically rich and actionable for machine learning.

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Data Artificial Inteligence Serverless Machine Learning 216

AWS Machine Learning - AI

APRIL 10, 2025

AWS is the first major cloud provider to deliver Pixtral Large as a fully managed, serverless model. This capability makes it particularly effective in analyzing documents, detailed charts, graphs, and natural images, accommodating a broad range of practical applications.

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Generative AI AWS Technical Review Artificial Inteligence 96

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

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Serverless Generative AI Google Cloud Technical Review 130

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. There might also be costs associated with using Google services.

Generative AI 122

Generative AI Lambda Applications AWS 122

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. Readers will learn the key design decisions, benefits achieved, and lessons learned from Hearst’s innovative CCoE team.

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Generative AI Government Technical Review Innovation 107

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.

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Lambda Enterprise Automotive Knowledge Base 127

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. It contains the latest AWS documentation on selected topics.

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AWS Machine Learning - AI

MARCH 3, 2025

You can also use this model with Amazon SageMaker JumpStart , a machine learning (ML) hub that provides access to algorithms and models that can be deployed with one click for running inference. Performance metrics and benchmarks Pixtral 12B is trained to understand both natural images and documents, achieving 52.5%

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Insurance AWS eCommerce Software Review 96

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. To convert the source document excerpt into ground truth, we provide a base LLM prompt template. Further, Amazons operating income and Free Cash Flow (FCF) dramatically improved.

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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. Haibo Ding is a senior applied scientist at Amazon Machine Learning Solutions Lab.

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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.

Generative AI 89

Generative AI Technical Review Insurance Policies 89

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

AUGUST 5, 2024

Prerequisites To implement the solution provided in this post, you should have the following: An active AWS account and familiarity with FMs, Amazon Bedrock, and OpenSearch Serverless. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf). txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

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Knowledge Base AWS Generative AI Artificial Inteligence 124

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.

Knowledge Base 100

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AWS Machine Learning - AI

APRIL 29, 2025

Additionally, it maintains detailed audit trails and documentation of testing activities, which are critical artifacts that can be used as evidence for demonstrating compliance with standards and responding to regulatory inquiries. About the authors Cassandre Vandeputte is a Solutions Architect for AWS Public Sector based in Brussels.

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Generative AI Weak Development Team AWS Artificial Inteligence 68

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

FEBRUARY 19, 2024

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. The document embeddings are split into chunks and stored as indexes in a vector database. Choose Next.

Knowledge Base 121

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AWS Machine Learning - AI

APRIL 22, 2025

A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing. The chat assistant is powered by Amazon Bedrock and retrieves information from the Amazon OpenSearch Serverless index, enabling seamless access to session insights.

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Media Knowledge Base AWS Systems Review 75

AWS Machine Learning - AI

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock automates synchronization of your data with your vector store, including diffing the data when it’s updated, document loading, and chunking, as well as semantic embedding. It then employs a language model to generate a response by considering both the retrieved documents and the original query.

Knowledge Base 135

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AWS Machine Learning - AI

AUGUST 2, 2024

Generative AI empowers organizations to combine their data with the power of machine learning (ML) algorithms to generate human-like content, streamline processes, and unlock innovation. The Product Stewardship department is responsible for managing a large collection of regulatory compliance documents.

Artificial Inteligence 118

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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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Artificial Inteligence Generative AI Knowledge Base AWS 108

AWS Machine Learning - AI

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

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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. Select the embedding model to vectorize the documents. Choose Next.

Knowledge Base 124

Knowledge Base Artificial Inteligence Generative AI AWS 124

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. Each embedding aims to capture the semantic or contextual meaning of the data.

Knowledge Base 129

Knowledge Base Artificial Inteligence AWS Serverless 129

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 86

AWS Machine Learning - AI

APRIL 9, 2025

Consider this common scenario: traditionally, employees spend countless hours searching through siloed documents, knowledge bases, and various repositories to find answers to their questions. Guillermo has developed a keen interest in serverless architectures and generative AI applications.

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Weak Development Team Metrics AWS Systems Review 77

AWS Machine Learning - AI

JUNE 18, 2024

Many companies across all industries still rely on laborious, error-prone, manual procedures to handle documents, especially those that are sent to them by email. Intelligent automation presents a chance to revolutionize document workflows across sectors through digitization and process optimization.

Generative AI 119

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AWS Machine Learning - AI

JULY 10, 2024

During the last 18 months, we’ve launched more than twice as many machine learning (ML) and generative AI features into general availability than the other major cloud providers combined. For example, the model might use RAG to retrieve search results from Amazon OpenSearch Service or documents from Amazon S3.

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AWS Machine Learning - AI

JULY 3, 2024

This new functionality offers industry-leading safety measures that filter harmful content and protect sensitive information in your documents, improving user experience and aligning with organizational standards. The query is then augmented to have the retrieved document chunks, prompt, and guardrails configuration.

Knowledge Base 130

Knowledge Base Artificial Inteligence Generative AI AWS 130

AWS Machine Learning - AI

MARCH 28, 2024

If you’re implementing complex RAG applications into your daily tasks, you may encounter common challenges with your RAG systems such as inaccurate retrieval, increasing size and complexity of documents, and overflow of context, which can significantly impact the quality and reliability of generated answers.

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