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.

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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 99

Generative AI AWS Technical Review Backup 99

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 116

Generative AI Systems Review System Lambda 116

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. In this post, we show you how to use Amazon Bedrock and Anthropics Claude 3 to solve this problem. List all the steps as a numbered list and start with 1.

Generative AI 111

Generative AI Video Analysis Technical Review 111

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 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

APRIL 29, 2025

Generative AI is rapidly reshaping industries worldwide, empowering businesses to deliver exceptional customer experiences, streamline processes, and push innovation at an unprecedented scale. Specifically, we discuss Data Replys red teaming solution, a comprehensive blueprint to enhance AI safety and responsible AI practices.

Generative AI 72

Generative AI Weak Development Team AWS Artificial Inteligence 72

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.

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Generative AI Artificial Inteligence AWS Technical Review 132

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 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 122

Generative AI Artificial Inteligence Knowledge Base AWS 122

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

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. 201% $12.2B

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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.

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Knowledge Base Technical Review Generative AI Lambda 109

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).

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Generative AI Artificial Inteligence Systems Review Software Review 137

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.

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Lambda Enterprise Automotive Knowledge Base 129

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

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.

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Artificial Inteligence Generative AI Travel AWS 111

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.

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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.

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Generative AI Artificial Inteligence Report Healthcare 136

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 121

Generative AI Artificial Inteligence AWS Technical Review 121

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. I then use Field Advisor to brainstorm ideas on how to best position AWS services.

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AWS Generative AI Technical Review Artificial Inteligence 109

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 140

Generative AI Engineering Artificial Inteligence Travel 140

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).

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Serverless Artificial Inteligence Engineering Generative AI 135

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.

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Generative AI AWS Applications Artificial Inteligence 135

AWS Machine Learning - AI

APRIL 22, 2025

In December, we announced the preview availability for Amazon Bedrock Intelligent Prompt Routing , which provides a single serverless endpoint to efficiently route requests between different foundation models within the same model family. 16% 9.38% How to read this table? Lets dive in! v1, Haiku 3.5, Sonnet 3.5 8b, 70b, 3.2

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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.

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Generative AI Artificial Inteligence Applications AWS 123

Dzone - DevOps

NOVEMBER 3, 2023

This tutorial will walk you through how to use AWS CDK to deploy a Serverless image generation application implemented using AWS Lambda and Amazon Bedrock , which is a fully managed service that makes base models from Amazon and third-party model providers (such as Anthropic, Cohere, and more) accessible through an API.

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Serverless AWS Generative AI Applications 97

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).

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Generative AI AWS Technical Review Artificial Inteligence 108

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 121

Generative AI Artificial Inteligence AWS Applications 121

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.

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Generative AI AWS Applications Serverless 95

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

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. Conclusion In this post, we demonstrated how to build a knowledge base solution by integrating enterprise data with Amazon Q Business using Amazon S3.

Knowledge Base 102

Knowledge Base Lambda Enterprise AWS 102

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.

Generative AI 126

Generative AI Software Review Cloud AWS 126

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.

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Serverless AWS Artificial Inteligence Big Data 117

Xebia

MAY 11, 2023

Introduction: With Bard and Vertex AI becoming publically available and accessible by Service Roles it was time to power a website using Google’s generative AI. In a previous blog post I’ve already detailed How I replaced Xebia Leadership with Artificial Intelligence leveraging OpenAI.

Generative AI 130

Generative AI Virtualization Artificial Inteligence Leadership 130

AWS Machine Learning - AI

JANUARY 4, 2024

Generative AI has opened up a lot of potential in the field of AI. We are seeing numerous uses, including text generation, code generation, summarization, translation, chatbots, and more. These act like instructions that tell the model how to format the SQL output.

Generative AI 139

Generative AI Artificial Inteligence Enterprise Data 139

AWS Machine Learning - AI

APRIL 9, 2025

Amazon Q Business offers a unique opportunity to enhance workforce efficiency by providing AI-powered assistance that can significantly reduce the time spent searching for information, generating content, and completing routine tasks. Guillermo has developed a keen interest in serverless architectures and generative AI applications.

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Weak Development Team Metrics AWS Systems Review 89

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.

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Generative AI Artificial Inteligence Technical Review Development Team Review 129