AWS Machine Learning - AI

NOVEMBER 1, 2024

As enterprises increasingly embrace generative AI , they face challenges in managing the associated costs. With demand for generative AI applications surging across projects and multiple lines of business, accurately allocating and tracking spend becomes more complex.

Generative AI 139

Generative AI AWS Artificial Inteligence Budget 139

AWS Machine Learning - AI

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. In the context of Amazon Bedrock , observability and evaluation become even more crucial.

Generative AI 109

Generative AI Applications AWS Knowledge Base 109

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 118

Generative AI AWS 3D Video 118

AWS Machine Learning - AI

NOVEMBER 13, 2024

Recognizing this need, we have developed a Chrome extension that harnesses the power of AWS AI and generative AI services, including Amazon Bedrock , an AWS managed service to build and scale generative AI applications with foundation models (FMs).

Generative AI 128

Generative AI AWS Lambda Authentication 128

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 108

Generative AI Video Engineering Artificial Inteligence 108

AWS Machine Learning - AI

MAY 15, 2024

To help advertisers more seamlessly address this challenge, Amazon Ads rolled out an image generation capability that quickly and easily develops lifestyle imagery, which helps advertisers bring their brand stories to life. Solution overview Figure 2 shows a simplified solution architecture for inferencing and model deployment.

Generative AI 128

Generative AI Artificial Inteligence Advertising Technical Review 128

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. The following diagram illustrates the solution architecture.

Generative AI 125

Generative AI Healthcare Artificial Inteligence Insurance 125

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 116

Generative AI Artificial Inteligence AWS Applications 116

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 119

Generative AI Artificial Inteligence Data AWS 119

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 122

Generative AI Lambda AWS Technical Review 122

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 124

Generative AI AWS Artificial Inteligence Technical Review 124

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. These applications are a focus point for our generative AI efforts.

Generative AI 135

Generative AI Artificial Inteligence AWS Advertising 135

AWS Machine Learning - AI

NOVEMBER 13, 2024

The financial and banking industry can significantly enhance investment research by integrating generative AI into daily tasks like financial statement analysis. Generative AI models can automate finding and extracting financial data from documents like 10-Ks, balance sheets, and income statements.

Generative AI 110

Generative AI Analysis Lambda AWS 110

AWS Machine Learning - AI

JULY 11, 2024

This solution shows how Amazon Bedrock agents can be configured to accept cloud architecture diagrams, automatically analyze them, and generate Terraform or AWS CloudFormation templates. This solution uses Retrieval Augmented Generation (RAG) to ensure the generated scripts adhere to organizational needs and industry standards.

Software Review 135

Software Review Infrastructure Lambda Generative AI 135

AWS Machine Learning - AI

AUGUST 15, 2024

In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI. The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function.

Artificial Inteligence 123

Artificial Inteligence Generative AI Knowledge Base Lambda 123

AWS Machine Learning - AI

MARCH 14, 2024

Generative artificial intelligence (generative AI) has enabled new possibilities for building intelligent systems. Recent improvements in Generative AI based large language models (LLMs) have enabled their use in a variety of applications surrounding information retrieval.

Generative AI 127

Generative AI Artificial Inteligence Virtualization UI/UX 127

AWS Machine Learning - AI

JULY 15, 2024

The inference pipeline is powered by an AWS Lambda -based multi-step architecture, which maximizes cost-efficiency and elasticity by running independent image analysis steps in parallel. Safety and correctness : The captions were generated responsibly, leveraging the guard-rails to ensure content moderation and relevancy.

Generative AI 118

Generative AI Artificial Inteligence AWS Technical Review 118

AWS Machine Learning - AI

OCTOBER 2, 2024

Large enterprises are building strategies to harness the power of generative AI across their organizations. Managing bias, intellectual property, prompt safety, and data integrity are critical considerations when deploying generative AI solutions at scale.

Generative AI 123

Generative AI Artificial Inteligence AWS Government 123

AWS Machine Learning - AI

OCTOBER 29, 2024

To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 123

Scalability Lambda Generative AI AWS 123

AWS Machine Learning - AI

OCTOBER 7, 2024

A generative AI Slack chat assistant can help address these challenges by providing a readily available, intelligent interface for users to interact with and obtain the information they need. The step-by-step workflow for the architecture is the following: The user sends a query such as What is the AWS Well-Architected Framework?

Generative AI 102

Generative AI Artificial Inteligence AWS Lambda 102

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. Over 100 SOC analysts are now using AI Investigator models to analyze security data and provide rapid investigation conclusions.

Artificial Inteligence 122

Artificial Inteligence Generative AI AWS Serverless 122

AWS Machine Learning - AI

APRIL 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon with a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

AWS 126

AWS Applications Lambda Knowledge Base 126

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 following diagram provides a simplified view of the solution architecture and highlights the key elements.

AWS 140

AWS Lambda Generative AI Report 140

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 90

Generative AI Applications Lambda Policies 90

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 128

Healthcare Artificial Inteligence Analysis Lambda 128

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 91

Generative AI AWS Applications Serverless 91

AWS Machine Learning - AI

NOVEMBER 26, 2024

In the field of generative AI , latency and cost pose significant challenges. Additionally, the growing demand for AI-powered applications has led to a high volume of calls to these LLMs, potentially exceeding budget constraints and creating financial pressures for organizations.

Artificial Inteligence 120

Artificial Inteligence Serverless Lambda Generative AI 120

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). API gateways can provide loose coupling between model consumers and the model endpoint service, and flexibility to adapt to changing model, architectures, and invocation methods.

Lambda 144

Lambda Generative AI AWS Microservices 144

AWS Machine Learning - AI

JULY 3, 2024

The steps could be AWS Lambda functions that generate prompts, parse foundation models’ output, or send email reminders using Amazon SES. This post shows you how to quickly combine the flexibility and capability of both Amazon Bedrock FMs and Step Functions to build a generative AI application in a few steps.

AWS 136

AWS Artificial Inteligence Generative AI Lambda 136

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. Solution overview This solution uses Amazon Bedrock Agents with a web search capability that integrates external search APIs (SerpAPI and Tavily AI) with the agent.

Generative AI 104

Generative AI Lambda Applications AWS 104

AWS Machine Learning - AI

AUGUST 21, 2024

This post discusses how LLMs can be accessed through Amazon Bedrock to build a generative AI solution that automatically summarizes key information, recognizes the customer sentiment, and generates actionable insights from customer reviews.

Technical Review 123

Technical Review Software Review Systems Review Generative AI 123

AWS Machine Learning - AI

SEPTEMBER 13, 2024

We aim to target and simplify them using generative AI with Amazon Bedrock. The application generates SQL queries based on the user’s input, runs them against an Athena database containing CUR data, and presents the results in a user-friendly format. The following diagram illustrates the solution architecture.

Generative AI 94

Generative AI AWS Artificial Inteligence Technical Review 94

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 following figure illustrates the core architecture for the NLQ capability.

AWS 126

AWS Lambda Performance Artificial Inteligence 126

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. Create and associate an action group with an API schema and a Lambda function.

Generative AI 94

Generative AI Artificial Inteligence Applications Knowledge Base 94

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. Internally, Amazon Bedrock uses embeddings stored in a vector database to augment user query context at runtime and enable a managed RAG architecture solution. Navigate to the lambdalayer folder.

Knowledge Base 125

Knowledge Base Artificial Inteligence Applications Lambda 125

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. Solution overview The following architecture diagram represents the high-level design of a solution proven effective in production environments for AWS Support Engineering.

Knowledge Base 92

Knowledge Base Lambda Enterprise AWS 92

AWS Machine Learning - AI

NOVEMBER 27, 2024

Generative AI agents are designed to interact with their environment to achieve specific objectives, such as automating repetitive tasks and augmenting human capabilities. States are passed in the request schema from Amazon Bedrock Agents to the customer orchestrator handled through the Lambda function.

Lambda 108

Lambda Generative AI AWS Knowledge Base 108