AWS Machine Learning - AI

OCTOBER 29, 2024

Furthermore, these notes are usually personal and not stored in a central location, which is a lost opportunity for businesses to learn what does and doesn’t work, as well as how to improve their sales, purchasing, and communication processes. Many commercial generative AI solutions available are expensive and require user-based licenses.

Generative AI 111

Generative AI Video Engineering Artificial Inteligence 111

AWS Machine Learning - AI

MAY 2, 2025

David Copland, from QARC, and Scott Harding, a person living with aphasia, used AWS services to develop WordFinder, a mobile, cloud-based solution that helps individuals with aphasia increase their independence through the use of AWS generative AI technology.

Generative AI 88

Generative AI AWS Lambda Authentication 88

AWS Machine Learning - AI

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. Building a generative AI application SageMaker Unified Studio offers tools to discover and build with generative AI.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

MARCH 20, 2025

Generative AI agents offer a powerful solution by automatically interfacing with company systems, executing tasks, and delivering instant insights, helping organizations scale operations without scaling complexity. The following diagram illustrates the generative AI agent solution workflow.

Generative AI 115

Generative AI Systems Review System Lambda 115

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.

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Scalability Lambda Generative AI AWS 128

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 96

Generative AI AWS Technical Review Backup 96

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 129

Lambda Enterprise Automotive Knowledge Base 129

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. Security and governance Generative AI is very new technology and brings with it new challenges related to security and compliance.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

AWS Machine Learning - AI

NOVEMBER 19, 2024

In this post, we demonstrate how to create an automated email response solution using Amazon Bedrock and its features, including Amazon Bedrock Agents , Amazon Bedrock Knowledge Bases , and Amazon Bedrock Guardrails. Solution overview This section outlines the architecture designed for an email support system using generative AI.

Knowledge Base 107

Knowledge Base Generative AI Technical Review Lambda 107

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. Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely.

Knowledge Base 98

Knowledge Base Lambda Enterprise AWS 98

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 100

Video Lambda AWS Generative AI 100

AWS Machine Learning - AI

APRIL 1, 2025

Whether youre an experienced AWS developer or just getting started with cloud development, youll discover how to use AI-powered coding assistants to tackle common challenges such as complex service configurations, infrastructure as code (IaC) implementation, and knowledge base integration.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

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.

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Generative AI Systems Review Software Review Artificial Inteligence 76

AWS Machine Learning - AI

NOVEMBER 14, 2024

Have you ever stumbled upon a breathtaking travel photo and instantly wondered where it was and how to get there? Each one of these millions of travelers need to plan where they’ll stay, what they’ll see, and how they’ll get from place to place. It’s like having your own personal travel agent whenever you need it.

Artificial Inteligence 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

MAY 17, 2024

Generative AI is a type of artificial intelligence (AI) that can be used to create new content, including conversations, stories, images, videos, and music. Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs).

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137

AWS Machine Learning - AI

MAY 1, 2025

By making tool integration simpler and standardized, customers building agents can now focus on which tools to use and how to use them, rather than spending cycles building custom integration code. She was a Lead Generative AI specialist in Google Public Sector at Google before joining Amazon.

Artificial Inteligence 114

Artificial Inteligence AWS Architecture Generative AI 114

AWS Machine Learning - AI

APRIL 1, 2025

In this post, we show you how to build an Amazon Bedrock agent that uses MCP to access data sources to quickly build generative AI applications. Lets walk through how to set up Amazon Bedrock agents that take advantage of MCP servers. Eashan Kaushik is a Specialist Solutions Architect AI/ML at Amazon Web Services.

Generative AI 134

Generative AI AWS Artificial Inteligence Software Review 134

AWS Machine Learning - AI

MARCH 13, 2025

The integration of generative AI agents into business processes is poised to accelerate as organizations recognize the untapped potential of these technologies. This post will discuss agentic AI driven architecture and ways of implementing. This post will discuss agentic AI driven architecture and ways of implementing.

Artificial Inteligence 94

Artificial Inteligence Lambda Travel Generative AI 94

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. This can be done with a Lambda layer or by using a specific AMI with the required libraries. awscli>=1.29.57

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Generative AI Lambda AWS Artificial Inteligence 139

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 120

Generative AI Artificial Inteligence AWS Applications 120

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 121

Generative AI AWS 3D Video 121

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 128

Generative AI Healthcare Artificial Inteligence Insurance 128

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 126

Generative AI Lambda AWS Technical Review 126

AWS Machine Learning - AI

FEBRUARY 25, 2025

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 through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Lambda 64

Lambda Generative AI AWS Software Review 64

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. In this solution, we use Amazon Bedrock Agents.

Virtualization 83

Virtualization Lambda AWS Authentication 83

AWS Machine Learning - AI

AUGUST 15, 2024

In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI. In this post, we discuss how to use QnABot on AWS to deploy a fully functional chatbot integrated with other AWS services, and delight your customers with human agent like conversational experiences.

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

AWS Machine Learning - AI

OCTOBER 2, 2024

Large enterprises are building strategies to harness the power of generative AI across their organizations. In this post, we discuss how to address these challenges holistically. In this post, we discuss how to address these challenges holistically. What’s different about operating generative AI workloads and solutions?

Generative AI 127

Generative AI Artificial Inteligence AWS Government 127

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 127

Generative AI AWS Artificial Inteligence Technical Review 127

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 131

Generative AI Artificial Inteligence Virtualization UI/UX 131

CIO

JULY 18, 2024

The early bills for generative AI experimentation are coming in, and many CIOs are finding them more hefty than they’d like — some with only themselves to blame. CIOs are also turning to OEMs such as Dell Project Helix or HPE GreenLake for AI, IDC points out.

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Generative AI Artificial Inteligence Fractional CTO Open Source 204

AWS Machine Learning - AI

NOVEMBER 30, 2023

We believe generative AI has the potential over time to transform virtually every customer experience we know. Innovative startups like Perplexity AI are going all in on AWS for generative AI. And at the top layer, we’ve been investing in game-changing applications in key areas like generative AI-based coding.

Generative AI 145

Generative AI AWS Artificial Inteligence Software Review 145

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 106

Generative AI Lambda Applications AWS 106

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 95

Generative AI AWS Applications Serverless 95

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 fallback intent is fulfilled with a Lambda function. The assistant responds with “Hello! Ask me a question.”

Generative AI 105

Generative AI Artificial Inteligence AWS Lambda 105

AWS Machine Learning - AI

JULY 11, 2024

In this blog post, we explore how Agents for Amazon Bedrock can be used to generate customized, organization standards-compliant IaC scripts directly from uploaded architecture diagrams. It also generates questions regarding any missing components, dependencies, or parameter values that are needed to create IaC for AWS services.

Software Review 138

Software Review Infrastructure Lambda Generative AI 138

AWS Machine Learning - AI

MARCH 18, 2025

Copying these sample files will trigger an S3 event invoking the AWS Lambda function audio-to-text. To review the invocations of the Lambda function on the AWS Lambda console, navigate to the audio-to-text function and then the Monitor tab, which contains detailed logs. Choose Test. Choose Test. Run the test event.

Artificial Inteligence 112

Artificial Inteligence Technical Review Healthcare Systems Review 112

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 94

Generative AI Applications Lambda Policies 94