AWS Machine Learning - AI

APRIL 9, 2025

Each distinct task type will likely require a separate LLM, which might also be fine-tuned with custom data. The Pro tier, however, would require a highly customized LLM that has been trained on specific data and terminology, enabling it to assist with intricate tasks like drafting complex legal documents.

Artificial Inteligence 129

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AWS Machine Learning - AI

OCTOBER 17, 2024

During re:Invent 2023, we launched AWS HealthScribe , a HIPAA eligible service that empowers healthcare software vendors to build their clinical applications to use speech recognition and generative AI to automatically create preliminary clinician documentation. Amazon Q offers user-based pricing plans tailored to how the product is used.

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AWS Artificial Inteligence Generative AI Machine Learning 113

DevOps.com

NOVEMBER 26, 2024

Amazon Web Services (AWS) has extended the reach of its generative artificial intelligence (AI) platform for application development to include a set of plug-in extensions, that make it possible to launch natural language queries against data residing in platforms from Datadog and Wiz.

AWS 125

AWS Generative AI Artificial Inteligence Artificial Intelligence 125

AWS Machine Learning - AI

APRIL 1, 2025

Were excited to announce the open source release of AWS MCP Servers for code assistants a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow. This post is the first in a series covering AWS MCP Servers.

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AWS Software Review Knowledge Base Artificial Inteligence 119

Prisma Clud

NOVEMBER 22, 2024

Unmanaged cloud resources, human error, misconfigurations and the increasing sophistication of cyber threats, including those from AI-powered applications, create vulnerabilities that can expose sensitive data and disrupt business operations. Enhance Security Posture – Proactively identify and mitigate threats to your AWS infrastructure.

AWS 106

AWS Cloud Network Compliance 106

AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. You can use AWS services such as Application Load Balancer to implement this approach. At this point, you need to consider the use case and data isolation requirements. API Gateway also provides a WebSocket API.

Generative AI 113

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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). The user signs in by entering a user name and a password.

Generative AI 132

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AWS Machine Learning - AI

DECEMBER 24, 2024

For many use cases, companies are looking to use LLM foundation models (FM) with their domain-specific data. However, companies are discovering that performing full fine tuning for these models with their data isnt cost effective. To learn more about Trainium chips and the Neuron SDK, see Welcome to AWS Neuron.

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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. Field Advisor serves four primary use cases: AWS-specific knowledge search With Amazon Q Business, weve made internal data sources as well as public AWS content available in Field Advisors index.

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AWS Generative AI Technical Review Artificial Inteligence 109

AWS Machine Learning - AI

NOVEMBER 15, 2024

Principal wanted to use existing internal FAQs, documentation, and unstructured data and build an intelligent chatbot that could provide quick access to the right information for different roles. The chatbot improved access to enterprise data and increased productivity across the organization.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

AWS Machine Learning - AI

NOVEMBER 22, 2024

This post discusses how to use AWS Step Functions to efficiently coordinate multi-step generative AI workflows, such as parallelizing API calls to Amazon Bedrock to quickly gather answers to lists of submitted questions. You can change and add steps without even writing code, so you can more easily evolve your application and innovate faster.

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AWS Machine Learning - AI

APRIL 29, 2025

At Data Reply and AWS, we are committed to helping organizations embrace the transformative opportunities generative AI presents, while fostering the safe, responsible, and trustworthy development of AI systems. These potential vulnerabilities could be exploited by adversaries through various threat vectors.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

AI agents , powered by large language models (LLMs), can analyze complex customer inquiries, access multiple data sources, and deliver relevant, detailed responses. In this post, we guide you through integrating Amazon Bedrock Agents with enterprise data APIs to create more personalized and effective customer support experiences.

Lambda 129

Lambda Enterprise Automotive Knowledge Base 129

CIO

APRIL 15, 2025

However, trade along the Silk Road was not just a matter of distance; it was shaped by numerous constraints much like todays data movement in cloud environments. Merchants had to navigate complex toll systems imposed by regional rulers, much as cloud providers impose egress fees that make it costly to move data between platforms.

Strategy 164

Strategy Cloud Data Technical Review 164

AWS Machine Learning - AI

MARCH 20, 2025

The McKinsey 2023 State of AI Report identifies data management as a major obstacle to AI adoption and scaling. Enterprises generate massive volumes of unstructured data, from legal contracts to customer interactions, yet extracting meaningful insights remains a challenge.

Data 117

Data Generative AI Artificial Inteligence Compliance 117

AWS Machine Learning - AI

NOVEMBER 20, 2024

In today’s data-intensive business landscape, organizations face the challenge of extracting valuable insights from diverse data sources scattered across their infrastructure. The solution combines data from an Amazon Aurora MySQL-Compatible Edition database and data stored in an Amazon Simple Storage Service (Amazon S3) bucket.

Data 111

Data AWS Groups Knowledge Base 111

CIO

DECEMBER 20, 2024

With the core architectural backbone of the airlines gen AI roadmap in place, including United Data Hub and an AI and ML platform dubbed Mars, Birnbaum has released a handful of models into production use for employees and customers alike. CIO Jason Birnbaum has ambitious plans for generative AI at United Airlines.

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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. The AWS Command Line Interface (AWS CLI) installed on your machine to upload the dataset to Amazon S3.

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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. The following diagram illustrates the solution architecture on AWS.

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AWS Machine Learning - AI

NOVEMBER 26, 2024

AWS Trainium and AWS Inferentia based instances, combined with Amazon Elastic Kubernetes Service (Amazon EKS), provide a performant and low cost framework to run LLMs efficiently in a containerized environment. Adjust the following configuration to suit your needs, such as the Amazon EKS version, cluster name, and AWS Region.

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TechCrunch

NOVEMBER 29, 2023

AWS decided to leave the debate to others by combining the best of both capabilities in a new service announced today at AWS re:Invent called Neptune Analytics. Swami […] © 2023 TechCrunch. All rights reserved. For personal use only.

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AWS Analytics Generative AI Data 261

AWS Machine Learning - AI

NOVEMBER 26, 2024

Using vLLM on AWS Trainium and Inferentia makes it possible to host LLMs for high performance inference and scalability. Deploy vLLM on AWS Trainium and Inferentia EC2 instances In these sections, you will be guided through using vLLM on an AWS Inferentia EC2 instance to deploy Meta’s newest Llama 3.2 You will use inf2.xlarge

Artificial Inteligence 105

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AWS Machine Learning - AI

APRIL 1, 2025

AWS App Studio is a generative AI-powered service that uses natural language to build business applications, empowering a new set of builders to create applications in minutes. Cross-instance Import and Export Enabling straightforward and self-service migration of App Studio applications across AWS Regions and AWS accounts.

AWS 103

AWS Software Review Technical Review Generative AI 103

CIO

SEPTEMBER 10, 2024

In continuation of its efforts to help enterprises migrate to the cloud, Oracle said it is partnering with Amazon Web Services (AWS) to offer database services on the latter’s infrastructure. Oracle Database@AWS is expected to be available in preview later in the year with broader availability expected in 2025.

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Cloudera

DECEMBER 2, 2024

Cloudera is committed to providing the most optimal architecture for data processing, advanced analytics, and AI while advancing our customers’ cloud journeys. Together, Cloudera and AWS empower businesses to optimize performance for data processing, analytics, and AI while minimizing their resource consumption and carbon footprint.

Sustainability 89

Sustainability AWS Analytics Infrastructure 89

Dzone - DevOps

MARCH 28, 2025

This blog post discusses an end-to-end ML pipeline on AWS SageMaker that leverages serverless computing, event-trigger-based data processing, and external API integrations. The architecture downstream ensures scalability, cost efficiency, and real-time access to applications.

Scalability 88

Scalability Artificial Inteligence AWS Artificial Intelligence 88

CIO

APRIL 30, 2025

Some cloud architect roles are tailored to AWS or Azure while others may be targeted at specific knowledge areas such as infrastructure or blockchain. This credential certifies your ability to manage AWS applications and infrastructure, and the associate level exam is for those with at least one year of hands-on experience with AWS.

Cloud 163

Cloud AWS Azure Disaster Recovery 163

AWS Machine Learning - AI

OCTOBER 29, 2024

Batch inference in Amazon Bedrock efficiently processes large volumes of data using foundation models (FMs) when real-time results aren’t necessary. Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 129

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AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. The following figure illustrates the high-level design of the solution.

Generative AI 123

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AWS Machine Learning - AI

NOVEMBER 14, 2024

This might involve incorporating additional data such as reference images or rough sketches as conditioning inputs alongside your text prompts. You can also enhance your prompts through modular programming approaches and by incorporating additional data like reference images.

Engineering 115

Engineering AWS 3D Generative AI 115

Tenable

NOVEMBER 18, 2024

AWS has released an important new feature that allows you to apply permission boundaries around resources at scale called Resource Control Policies (RCPs). AWS just launched Resource Control Policies (RCPs), a new feature in AWS Organizations that lets you restrict the permissions granted to resources. What are RCPs?

Policies 73

Policies AWS Resources Software Review 73

Xebia

OCTOBER 18, 2024

However, DuckDB doesn’t provide data governance support yet. Unity Catalog gives you centralized governance, meaning you get great features like access controls and data lineage to keep your tables secure, findable and traceable. As we’re combining data lakehouse technology with DuckDB, we call our solution DuckLake.

Open Source 162

Open Source AWS Government Technical Review 162

AWS Machine Learning - AI

APRIL 30, 2025

In this post, we highlight the advanced data augmentation techniques and performance improvements in Amazon Bedrock Model Distillation with Metas Llama model family. We recommend referring to the Submit a model distillation job in Amazon Bedrock in the official AWS documentation for the most up-to-date and comprehensive information.

Artificial Inteligence 115

Artificial Inteligence Generative AI AWS Training 115

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. This feature allows you to separate data into logical partitions, making it easier to analyze and process data later.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

APRIL 10, 2025

Demystifying RAG and model customization RAG is a technique to enhance the capability of pre-trained models by allowing the model access to external domain-specific data sources. They offer fast inference, support agentic workflows with Amazon Bedrock Knowledge Bases and RAG, and allow fine-tuning for text and multi-modal data.

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