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. Many commercial generative AI solutions available are expensive and require user-based licenses.

Generative AI 105

Generative AI Video Engineering Artificial Inteligence 105

AWS Machine Learning - AI

JANUARY 22, 2025

However, to describe what is occurring in the video from what can be visually observed, we can harness the image analysis capabilities of generative AI. Prompt engineering Prompt engineering is the process of carefully designing the input prompts or instructions that are given to LLMs and other generative AI systems.

Generative AI 104

Generative AI Video Analysis Technical Review 104

AWS Machine Learning - AI

MARCH 7, 2025

At the forefront of using generative AI in the insurance industry, Verisks generative AI-powered solutions, like Mozart, remain rooted in ethical and responsible AI use. Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage.

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Generative AI Technical Review Insurance Policies 83

AWS Machine Learning - AI

JANUARY 29, 2025

Generative AI can revolutionize organizations by enabling the creation of innovative applications that offer enhanced customer and employee experiences. In this post, we evaluate different generative AI operating model architectures that could be adopted.

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Generative AI Organization Enterprise Artificial Inteligence 80

AWS Machine Learning - AI

NOVEMBER 22, 2024

Companies across all industries are harnessing the power of generative AI to address various use cases. Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications.

Generative AI 80

Generative AI AWS Technical Review Backup 80

AWS Machine Learning - AI

MARCH 5, 2025

Generative AI question-answering applications are pushing the boundaries of enterprise productivity. 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.

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

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. In our system, it’s the powerhouse behind generating the captions.

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Serverless Generative AI Google Cloud Technical Review 130

AWS Machine Learning - AI

JANUARY 29, 2025

Open foundation models (FMs) have become a cornerstone of generative AI innovation, enabling organizations to build and customize AI applications while maintaining control over their costs and deployment strategies. You can access your imported custom models on-demand and without the need to manage underlying infrastructure.

Generative AI 124

Generative AI Artificial Inteligence AWS Technical Review 124

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.

Artificial Inteligence 60

Artificial Inteligence Open Source AWS Serverless 60

AWS Machine Learning - AI

NOVEMBER 22, 2024

Today, we are excited to announce the general availability of Amazon Bedrock Flows (previously known as Prompt Flows). With Bedrock Flows, you can quickly build and execute complex generative AI workflows without writing code. Key benefits include: Simplified generative AI workflow development with an intuitive visual interface.

Generative AI 109

Generative AI Artificial Inteligence Knowledge Base AWS 109

AWS Machine Learning - AI

NOVEMBER 13, 2024

In the context of generative AI , significant progress has been made in developing multimodal embedding models that can embed various data modalities—such as text, image, video, and audio data—into a shared vector space. Generate embeddings : Use Amazon Titan Multimodal Embeddings to generate embeddings for the stored images.

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AWS Engineering Serverless eCommerce 109

AWS Machine Learning - AI

NOVEMBER 7, 2024

Generative AI has transformed customer support, offering businesses the ability to respond faster, more accurately, and with greater personalization. AI agents , powered by large language models (LLMs), can analyze complex customer inquiries, access multiple data sources, and deliver relevant, detailed responses.

Lambda 122

Lambda Enterprise Automotive Knowledge Base 122

AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon Web Services available through an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case.

Knowledge Base 93

Knowledge Base Generative AI Technical Review Lambda 93

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. Document upload When users need to provide context of their own, the chatbot supports uploading multiple documents during a conversation.

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AWS Generative AI Technical Review Artificial Inteligence 92

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.

Serverless 108

Serverless AWS Artificial Inteligence Big Data 108

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 114

Generative AI Artificial Inteligence AWS Technical Review 114

AWS Machine Learning - AI

MAY 21, 2024

For several years, we have been actively using machine learning and artificial intelligence (AI) to improve our digital publishing workflow and to deliver a relevant and personalized experience to our readers. Storm serves as the front end for Nova, our serverless content management system (CMS).

Generative AI 127

Generative AI Artificial Inteligence AWS Advertising 127

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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AWS Generative AI Linux Groups 126

AWS Machine Learning - AI

FEBRUARY 11, 2025

In this new era of emerging AI technologies, we have the opportunity to build AI-powered assistants tailored to specific business requirements. Large-scale data ingestion is crucial for applications such as document analysis, summarization, research, and knowledge management.

Knowledge Base 85

Knowledge Base Lambda Enterprise AWS 85

AWS Machine Learning - AI

MARCH 14, 2024

Generative AI applications driven by foundational models (FMs) are enabling organizations with significant business value in customer experience, productivity, process optimization, and innovations. In this post, we explore different approaches you can take when building applications that use generative AI.

Generative AI 125

Generative AI AWS Applications Artificial Inteligence 125

AWS Machine Learning - AI

MAY 9, 2024

In this post, we describe the development of the customer support process in FAST incorporating generative AI, the data, the architecture, and the evaluation of the results. Conversational AI assistants are rapidly transforming customer and employee support.

Generative AI 128

Generative AI Artificial Inteligence Technical Review Development Team Review 128

AWS Machine Learning - AI

MAY 13, 2024

This is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API. It’s serverless, so you don’t have to manage any infrastructure.

Generative AI 125

Generative AI Artificial Inteligence Report Healthcare 125

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. His area of focus is AWS AI accelerators (AWS Neuron).

Generative AI 89

Generative AI AWS Technical Review Artificial Inteligence 89

AWS Machine Learning - AI

FEBRUARY 14, 2024

With the advent of generative AI solutions, organizations are finding different ways to apply these technologies to gain edge over their competitors. Amazon Bedrock offers a choice of high-performing foundation models from leading AI companies, including AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon, via a single API.

Generative AI 133

Generative AI Engineering Artificial Inteligence Travel 133

AWS Machine Learning - AI

JULY 29, 2024

Using Amazon Bedrock, you can quickly experiment with and evaluate top FMs for your use case, privately customize them with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that execute tasks using your enterprise systems and data sources.

Generative AI 114

Generative AI Artificial Inteligence Applications AWS 114

AWS Machine Learning - AI

AUGUST 28, 2024

In this post, we show you how development teams can quickly obtain answers based on the knowledge distributed across your development environment using generative AI. Amazon Q Business is a fully managed, generative AI–powered assistant designed to enhance enterprise operations. Under Index provisioning , enter “1.”

Generative AI 119

Generative AI Software Review Cloud AWS 119

AWS Machine Learning - AI

NOVEMBER 22, 2023

The financial service (FinServ) industry has unique generative AI requirements related to domain-specific data, data security, regulatory controls, and industry compliance standards. We also use Vector Engine for Amazon OpenSearch Serverless (currently in preview) as the vector data store to store embeddings.

Artificial Inteligence 113

Artificial Inteligence Serverless Engineering Machine Learning 113

AWS Machine Learning - AI

SEPTEMBER 17, 2024

This data is used to enrich the generative AI prompt to deliver more context-specific and accurate responses without continuously retraining the FM, while also improving transparency and minimizing hallucinations. An OpenSearch Serverless vector search collection provides a scalable and high-performance similarity search capability.

Generative AI 86

Generative AI AWS Applications Serverless 86

AWS Machine Learning - AI

MAY 14, 2024

Recent advances in artificial intelligence have led to the emergence of generative AI that can produce human-like novel content such as images, text, and audio. An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF).

Generative AI 109

Generative AI Artificial Inteligence AWS Applications 109

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Generative AI and large language models (LLMs) offer new possibilities, although some businesses might hesitate due to concerns about consistency and adherence to company guidelines. The personalized content is built using generative AI by following human guidance and provided sources of truth.

Generative AI 115

Generative AI Artificial Inteligence Fractional CTO Guidelines 115

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.

Cloud 93

Cloud AWS Serverless Policies 93

AWS Machine Learning - AI

APRIL 23, 2024

Aligning generative AI applications with this framework is essential for several reasons, including providing scalability, maintaining security and privacy, achieving reliability, optimizing costs, and streamlining operations. For latest information, please refer to the documentation above.

Knowledge Base 122

Knowledge Base Scalability Applications Generative AI 122

Cloudera

OCTOBER 31, 2023

Our vision is to make it easier, more economical, and safer for our customers to maximize the value they get from AI. In this post, we share our vision and the integrations that are available to our customers on Cloudera Data Platform with generative AI on AWS.

Generative AI 104

Generative AI Artificial Inteligence AWS Innovation 104

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. Pixtral_data/a01-000u-04.png'

Insurance 89

Insurance AWS eCommerce Software Review 89

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).

Knowledge Base 120

Knowledge Base AWS Generative AI Machine Learning 120

AWS Machine Learning - AI

JULY 1, 2024

Amazon Bedrock simplifies the process of developing and scaling generative AI applications powered by large language models (LLMs) and other foundation models (FMs). The generative AI capability of QnAIntent in Amazon Lex lets you securely connect FMs to company data for RAG. Create an Amazon Lex bot. Choose Next.

Knowledge Base 119

Knowledge Base Artificial Inteligence Generative AI AWS 119

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. But first, let’s revisit some basic concepts around Retrieval Augmented Generation (RAG) applications.

Artificial Inteligence 101

Artificial Inteligence Generative AI Knowledge Base AWS 101