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 109

Generative AI Video Analysis Technical Review 109

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.

Generative AI 76

Generative AI Technical Review Insurance Policies 76

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. Cloud Storage Bucket: GCP’s unified object storage, allowing worldwide storage and retrieval of any amount of data.

Serverless 130

Serverless Generative AI Google Cloud Technical Review 130

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.

AWS 114

AWS Engineering Serverless eCommerce 114

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 Artificial Inteligence Software Review 75

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 135

Generative AI Artificial Inteligence AWS Advertising 135

AWS Machine Learning - AI

JUNE 18, 2024

This post presents a solution that uses a generative artificial intelligence (AI) to standardize air quality data from low-cost sensors in Africa, specifically addressing the air quality data integration problem of low-cost sensors. Qiong (Jo) Zhang , PhD, is a Senior Partner Solutions Architect at AWS, specializing in AI/ML.

Generative AI 127

Generative AI Artificial Inteligence Technical Review AWS 127

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. On the WorkMail console, navigate to the organization gaesas-stk-org-.

Knowledge Base 101

Knowledge Base Generative AI Technical Review Lambda 101

AWS Machine Learning - AI

OCTOBER 15, 2024

Now, with the advent of large language models (LLMs), you can use generative AI -powered virtual assistants to provide real-time analysis of speech, identification of areas for improvement, and suggestions for enhancing speech delivery. The generative AI capabilities of Amazon Bedrock efficiently process user speech inputs.

Generative AI 123

Generative AI Virtualization Technical Advisors AWS 123

AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. With the significant developments in the field of generative AI , intelligent applications powered by foundation models (FMs) can help users map out an itinerary through an intuitive natural conversation interface.

Artificial Inteligence 109

Artificial Inteligence Generative AI Travel AWS 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 127

Lambda Enterprise Automotive Knowledge Base 127

AWS Machine Learning - AI

AUGUST 26, 2024

The rise of foundation models (FMs), and the fascinating world of generative AI that we live in, is incredibly exciting and opens doors to imagine and build what wasn’t previously possible. Users can input audio, video, or text into GenASL, which generates an ASL avatar video that interprets the provided data.

Generative AI 120

Generative AI AWS 3D Video 120

AWS Machine Learning - AI

JULY 15, 2024

The raw photos are stored in Amazon Simple Storage Service (Amazon S3). Aurora MySQL serves as the primary relational data storage solution for tracking and recording media file upload sessions and their accompanying metadata. S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves.

Generative AI 120

Generative AI Artificial Inteligence AWS Technical Review 120

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. This way, when a user asks a question of the tool, the answer will be generated using only information that the user is permitted to access.

AWS 101

AWS Generative AI Technical Review Artificial Inteligence 101

AWS Machine Learning - AI

APRIL 3, 2024

Search engines and recommendation systems powered by generative AI can improve the product search experience exponentially by understanding natural language queries and returning more accurate results. Generate embeddings for the product images using the Amazon Titan Multimodal Embeddings model (amazon.titan-embed-image-v1).

Serverless 128

Serverless Artificial Inteligence Engineering Generative AI 128

AWS Machine Learning - AI

JUNE 18, 2024

This post explores how generative AI can make working with business documents and email attachments more straightforward. The solution covers two steps to deploy generative AI for email automation: Data extraction from email attachments and classification using various stages of intelligent document processing (IDP).

Generative AI 119

Generative AI Artificial Inteligence AWS Technical Review 119

AWS Machine Learning - AI

JUNE 21, 2024

To accomplish this, eSentire built AI Investigator, a natural language query tool for their customers to access security platform data by using AWS generative artificial intelligence (AI) capabilities. eSentire has over 2 TB of signal data stored in their Amazon Simple Storage Service (Amazon S3) data lake.

Artificial Inteligence 123

Artificial Inteligence Generative AI AWS Serverless 123

AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. Use case overview Vidmob aims to revolutionize its analytics landscape with generative AI.

Generative AI 121

Generative AI Artificial Inteligence Data AWS 121

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 117

Generative AI Artificial Inteligence AWS Applications 117

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 92

Generative AI AWS Applications Serverless 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 114

Serverless AWS Artificial Inteligence Big Data 114

O'Reilly Media - Ideas

JANUARY 14, 2025

Its been an exciting year, dominated by a constant stream of breakthroughs and announcements in AI, and complicated by industry-wide layoffs. Generative AI gets better and betterbut that trend may be at an end. Welcome to our annual report on the usage of the OReilly learning platform. That depends on many factors.

Trends 132

Trends Technology Security Artificial Inteligence 132

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 120

Artificial Inteligence Serverless Engineering Machine Learning 120

CIO

NOVEMBER 2, 2023

And that is where many CIOs find themselves today: tackling cloud cost issues more skillfully just as disruptive forces such as generative AI are set to ensure those costs will exponentially escalate, CIOs predict. After some time, people have understood the storage needs better based on usage and preventing data extract fees.”

Strategy 211

Strategy Cloud Data Center Budget 211

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. Knowledge Bases for Amazon Bedrock provides an option for using OpenSearch Serverless as a vector store.

Knowledge Base 126

Knowledge Base Scalability Applications Generative AI 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. About the Author Omar Elkharbotly is a Senior Cloud Support Engineer at AWS, specializing in Data, Machine Learning, and Generative AI solutions.

Knowledge Base 91

Knowledge Base Lambda Enterprise AWS 91

AWS Machine Learning - AI

MARCH 15, 2024

Fortunately, with the advent of generative AI and large language models (LLMs) , it’s now possible to create automated systems that can handle natural language efficiently, and with an accelerated on-ramping timeline. She is a member of AI/ML community and a Generative AI expert at AWS. awscli>=1.29.57

Generative AI 139

Generative AI Lambda AWS Artificial Inteligence 139

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. About the Authors Sandeep Singh is a Senior Generative AI Data Scientist at Amazon Web Services, helping businesses innovate with generative AI.

Knowledge Base 124

Knowledge Base AWS Generative AI Artificial Inteligence 124

AWS Machine Learning - AI

OCTOBER 24, 2024

Amazon Bedrock Agents helps you accelerate generative AI application development by orchestrating multistep tasks. The generative AI–based application builder assistant from this post will help you accomplish tasks through all three tiers. Delete the knowledge bases.

Generative AI 95

Generative AI Artificial Inteligence Applications Knowledge Base 95

AWS Machine Learning - AI

FEBRUARY 9, 2024

Enterprises are seeking to quickly unlock the potential of generative AI by providing access to foundation models (FMs) to different lines of business (LOBs). This microservice runs on a schedule to query the CloudWatch logs and output the aggregated usage tracking and inferred cost to the data storage.

Lambda 144

Lambda Generative AI AWS Microservices 144

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 124

Knowledge Base Artificial Inteligence Generative AI AWS 124

AWS Machine Learning - AI

OCTOBER 1, 2024

Although AI chatbots have been around for years, recent advances of large language models (LLMs) like generative AI have enabled more natural conversations. Chatbots are proving useful across industries, handling both general and industry-specific questions. We also provide a sample chatbot application.

Serverless 87

Serverless Artificial Inteligence AWS Software Review 87

AWS Machine Learning - AI

JULY 3, 2024

You can create multiple guardrails tailored to various use cases and apply them across multiple FMs, standardizing safety controls across generative AI applications. Today’s launch of guardrails in Knowledge Bases for Amazon Bedrock brings enhanced safety and compliance to your generative AI RAG applications.

Knowledge Base 131

Knowledge Base Artificial Inteligence Generative AI AWS 131

AWS Machine Learning - AI

JUNE 26, 2024

This post is a follow-up to Generative AI and multi-modal agents in AWS: The key to unlocking new value in financial markets. This blog is part of the series, Generative AI and AI/ML in Capital Markets and Financial Services. The following diagram illustrates the technical architecture.

Artificial Inteligence 129

Artificial Inteligence Research Knowledge Base Applications 129

AWS Machine Learning - AI

SEPTEMBER 26, 2024

Generative AI is a modern form of machine learning (ML) that has recently shown significant gains in reasoning, content comprehension, and human interaction. But first, let’s revisit some basic concepts around Retrieval Augmented Generation (RAG) applications.

Artificial Inteligence 110

Artificial Inteligence Generative AI Knowledge Base AWS 110

AWS Machine Learning - AI

AUGUST 13, 2024

Generative artificial intelligence (AI) provides an opportunity for improvements in healthcare by combining and analyzing structured and unstructured data across previously disconnected silos. Generative AI can help raise the bar on efficiency and effectiveness across the full scope of healthcare delivery.

Healthcare 130

Healthcare Artificial Inteligence Analysis Lambda 130

AWS Machine Learning - AI

OCTOBER 4, 2024

In the generative AI era, agents that simulate human actions and behaviors are emerging as a powerful tool for enterprises to create production-ready applications. We use the Titan Multimodal Embeddings model to embed each product image and store them in Amazon OpenSearch Serverless for future retrieval.

Fashion 101

Fashion Generative AI Applications AWS 101