AWS Machine Learning - AI

FEBRUARY 11, 2025

The integration of generative AI capabilities is driving transformative changes across many industries. This solution demonstrates how to create an AI-powered virtual meteorologist that can answer complex weather-related queries in natural language. Use the.zip file to manually deploy the application in Amplify.

Virtualization 76

Virtualization Lambda AWS Authentication 76

AWS Machine Learning - AI

FEBRUARY 6, 2024

Accenture built a regulatory document authoring solution using automated generative AI that enables researchers and testers to produce CTDs efficiently. By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format.

Generative AI 114

Generative AI AWS Lambda Technical Review 114

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Generative AI technology, such as conversational AI assistants, can potentially solve this problem by allowing members to ask questions in their own words and receive accurate, personalized responses. User authentication and authorization is done using Amazon Cognito.

Generative AI 116

Generative AI Healthcare Artificial Inteligence Insurance 116

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 108

Generative AI AWS 3D Video 108

AWS Machine Learning - AI

AUGUST 15, 2024

In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI. After authentication, Amazon API Gateway and Amazon S3 deliver the contents of the Content Designer UI. The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index.

Artificial Inteligence 114

Artificial Inteligence Generative AI Knowledge Base Lambda 114

AWS Machine Learning - AI

NOVEMBER 21, 2024

As generative AI models advance in creating multimedia content, the difference between good and great output often lies in the details that only human feedback can capture. Take, for instance, text-to-video generation, where models need to learn not just what to generate but how to maintain consistency and natural flow across time.

Video 80

Video Lambda AWS Generative AI 80

AWS Machine Learning - AI

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Use case overview Using generative AI, we built Account Summaries by seamlessly integrating both structured and unstructured data from diverse sources.

Generative AI 111

Generative AI AWS Artificial Inteligence Technical Review 111

AWS Machine Learning - AI

DECEMBER 22, 2023

Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input. In this post, we demonstrate how to build a generative AI financial services agent powered by Amazon Bedrock.

Generative AI 110

Generative AI Lambda AWS Technical Review 110

AWS Machine Learning - AI

SEPTEMBER 20, 2024

In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application. If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions.

Generative AI 98

Generative AI Lambda Applications AWS 98

AWS Machine Learning - AI

OCTOBER 14, 2024

Amazon Bedrock Agents enable generative AI applications to perform multistep tasks across various company systems and data sources. Customers can build innovative generative AI applications using Amazon Bedrock Agents’ capabilities to intelligently orchestrate their application workflows.

Generative AI 77

Generative AI Applications Lambda Policies 77

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. The Lambda wrapper function searches for similar questions in OpenSearch Service.

AWS 117

AWS Lambda Performance Artificial Inteligence 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. The RAG Retrieval Lambda function stores conversation history for the user interaction in an Amazon DynamoDB table.

Generative AI 79

Generative AI AWS Applications Serverless 79

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). There can be different user authentication and authorization mechanisms deployed in an organization. steps – The steps requested (for Stability AI models).

Lambda 136

Lambda Generative AI AWS Microservices 136

AWS Machine Learning - AI

MARCH 7, 2024

Amazon Bedrock offers the generative AI foundation model Amazon Titan Image Generator G1 , which can automatically change the background of an image using a technique called outpainting. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow.

AWS 128

AWS Lambda Generative AI Report 128

AWS Machine Learning - AI

JULY 2, 2024

The access ID associated with their authentication when the chat is initiated can be passed as a filter. To ensure that end-users can only chat with their data, metadata filters on user access tokens—such as those obtained through an authentication service—can enable secure access to their information.

Knowledge Base 114

Knowledge Base Artificial Inteligence Lambda Authentication 114

CIO

MARCH 6, 2023

Then coupling with AWS’ strong authentication mechanisms, we can say with certainty that we have security and restrictions around who can access data.” Shutterstock’s current focus, for instance, is generative AI — considered by many to be a bleeding-edge application. That is invaluable when optimizing your site.”

Artificial Inteligence 133

Artificial Inteligence Generative AI Storage AWS 133

AWS Machine Learning - AI

JULY 30, 2024

Deploy the Mediasearch Q Business finder component The Mediasearch finder uses Amazon Cognito to authenticate users to the solution. For an authenticated user to interact with an Amazon Q Business application, you must configure an IAM Identity Center customer managed application that either supports SAML 2.0 or OAuth 2.0.

Media 93

Media Lambda AWS Video 93

AWS Machine Learning - AI

NOVEMBER 30, 2023

The Lambda function then inserts the image object metadata and celebrity names if present, and the embedding as a k-NN vector into an OpenSearch Service index. The front-end user interface (UI) allows you to authenticate with the application using Amazon Cognito to search for images. You submit an article or some text using the UI.

AWS 105

AWS Lambda Applications Artificial Inteligence 105

Prisma Clud

OCTOBER 9, 2024

For example, the default IAM role includes policies like AmazonSageMakerFullAccess , granting access to services such as AWS Glue and AWS Lambda. They handle user registration, authentication, account recovery, and more. A JWT bearer token is received.

Lambda 52

Lambda AWS Artificial Inteligence Policies 52

AWS Machine Learning - AI

AUGUST 27, 2024

The first data source is an employee onboarding guide from a fictitious company, which requires basic authentication. We demonstrate how to set up authentication for the Web Crawler. The following steps will be performed: Deploy an AWS CloudFormation template containing a static website secured with basic authentication.

Authentication 77

Authentication AWS Artificial Inteligence Groups 77

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. However, Amazon Bedrock requires named user authentication.

Serverless 74

Serverless Artificial Inteligence AWS Software Review 74

AWS Machine Learning - AI

JANUARY 26, 2024

Many customers are looking for guidance on how to manage security, privacy, and compliance as they develop generative AI applications. This post provides three guided steps to architect risk management strategies while developing generative AI applications using LLMs.

Generative AI 132

Generative AI Artificial Inteligence Security Applications 132

AWS Machine Learning - AI

JANUARY 24, 2025

A common use case with generative AI that we usually see customers evaluate for a production use case is a generative AI-powered assistant. If there are security risks that cant be clearly identified, then they cant be addressed, and that can halt the production deployment of the generative AI application.

Generative AI 92

Generative AI Artificial Inteligence Lambda AWS 92

AWS Machine Learning - AI

OCTOBER 21, 2024

Amazon Bedrock Agents help you accelerate generative AI application development by orchestrating multistep tasks. Either way, you can use the Amazon Bedrock console to quickly create a default AWS Lambda function to get started implementing your actions or tools. Sonnet or Anthropic’s Claude 3 Opus.

Generative AI 80

Generative AI Artificial Inteligence Applications AWS 80

AWS Machine Learning - AI

MARCH 25, 2025

Since Amazon Q Business became generally available in 2024, customers have used this fully managed, generative AI-powered assistant to enhance their productivity and efficiency. The assistant enables users to answer questions, generate summaries, create content, and complete tasks using enterprise data.

Artificial Inteligence 92

Artificial Inteligence Enterprise Generative AI Data 92

AWS Machine Learning - AI

NOVEMBER 18, 2024

Recent enhancements in the field of generative AI , such as media generation technologies, are rapidly transforming the way businesses create and manipulate visual content. With that, it brings functionalities such as model customization, fine-tuning, and Retrieval Augmented Generation (RAG). Anthropic Claude 3.5

Lambda 96

Lambda AWS Generative AI Artificial Inteligence 96

AWS Machine Learning - AI

OCTOBER 21, 2024

Generative AI adoption among various industries is revolutionizing different types of applications, including image editing. We use AWS Amplify , Amazon Cognito , Amazon API Gateway , AWS Lambda , and Amazon Bedrock with the Amazon Titan Image Generator G1 model to build an application to edit images using prompts.

Serverless 83

Serverless Applications Lambda AWS 83

AWS Machine Learning - AI

APRIL 3, 2025

This post explores how OMRON Europe is using Amazon Web Services (AWS) to build its advanced ODAP and its progress toward harnessing the power of generative AI. Some of these tools included AWS Cloud based solutions, such as AWS Lambda and AWS Step Functions.

AWS 71

AWS Generative AI Artificial Inteligence Data 71

AWS Machine Learning - AI

APRIL 3, 2025

While drones communicate directly with AWS IoT Core, user-facing applications and automation workflows rely on API Gateway to access structured data and trigger specific actions within the AI Workforce ecosystem. We are also pioneering generative AI with Amazon Bedrock , enhancing our systems intelligence.

Infrastructure 94

Infrastructure AWS IoT Generative AI 94

AWS Machine Learning - AI

NOVEMBER 27, 2024

Generative AI continues to transform numerous industries and activities, with one such application being the enhancement of chess, a traditional human game, with sophisticated AI and large language models (LLMs). Each arm is controlled by different FMs—base or custom. The demo offers a few gameplay options.

Artificial Inteligence 108

Artificial Inteligence IoT AWS Generative AI 108

AWS Machine Learning - AI

JANUARY 30, 2025

The AWS Social Responsibility & Impact (SRI) team recognized an opportunity to augment this function using generative AI. By thoughtfully designing prompts, practitioners can unlock the full potential of generative AI systems and apply them to a wide range of real-world scenarios.

Technical Review 77

Technical Review Software Review Systems Review Generative AI 77

AWS Machine Learning - AI

NOVEMBER 21, 2024

It uses machine learning models to analyze and interpret the text and image data extracted from documents, integrating these insights to generate context-aware responses to queries. Amazon Cognito : Manages user authentication and authorization, providing secure and scalable user access control. b64encode(contents).decode('utf-8')

AWS 62

AWS Lambda Generative AI Artificial Inteligence 62