CIO

APRIL 15, 2025

However, as companies expand their operations and adopt multi-cloud architectures, they are faced with an invisible but powerful challenge: Data gravity. This gravitational effect presents a paradox for IT leaders. The adoption of cloud-native architectures further mitigates the impact of data gravity.

Strategy 164

Strategy Cloud Data Technical Review 164

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. In the following sections, we explain how to deploy this architecture.

Generative AI 113

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AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 108

Scalability Lambda Generative AI AWS 108

AWS Machine Learning - AI

MARCH 3, 2025

The device further processes this response, including text-to-speech (TTS) conversion for voice agents, before presenting it to the user. AWS Local Zones are a type of edge infrastructure deployment that places select AWS services close to large population and industry centers. Next, create a subnet inside each Local Zone.

AWS 72

AWS Artificial Inteligence Technical Review Systems Review 72

AWS Machine Learning - AI

OCTOBER 29, 2024

This post presents a solution where you can upload a recording of your meeting (a feature available in most modern digital communication services such as Amazon Chime ) to a centralized video insights and summarization engine. You can invoke Lambda functions from over 200 AWS services and software-as-a-service (SaaS) applications.

Generative AI 101

Generative AI Video Engineering Artificial Inteligence 101

AWS Machine Learning - AI

OCTOBER 11, 2024

However, managing cloud operational events presents significant challenges, particularly in complex organizational structures. It uses Amazon Bedrock , AWS Health , AWS Step Functions , and other AWS services. AWS Cost Anomaly Detection alerts – Notifications about unusual spending patterns or cost spikes.

Cloud 90

Cloud AWS Serverless Lambda 90

Erik Bernhardsson

NOVEMBER 30, 2021

Here's a theory I have about cloud vendors (AWS, Azure, GCP): Cloud vendors 1 will increasingly focus on the lowest layers in the stack: basically leasing capacity in their data centers through an API. Redshift is a data warehouse (aka OLAP database) offered by AWS. If you're an ambitious person, do you go work at AWS?

Cloud 351

Cloud AWS Weak Development Team Serverless 351

AWS Machine Learning - AI

APRIL 10, 2025

Approach and base model overview In this section, we discuss the differences between a fine-tuning and RAG approach, present common use cases for each approach, and provide an overview of the base model used for experiments. The following diagram illustrates the solution architecture.

Case Study 102

Case Study Artificial Inteligence Study Generative AI 102

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. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

Generative AI 96

Generative AI Applications Technical Review Software Review 96

AWS Machine Learning - AI

APRIL 10, 2025

The failed instance also needs to be isolated and terminated manually, either through the AWS Management Console , AWS Command Line Interface (AWS CLI), or tools like kubectl or eksctl. About the Authors Anoop Saha is a Sr GTM Specialist at Amazon Web Services (AWS) focusing on generative AI model training and inference.

Training 95

Training Artificial Inteligence Hardware Systems Review 95

AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services.

Artificial Inteligence 99

Artificial Inteligence Generative AI Travel AWS 99

AWS Machine Learning - AI

NOVEMBER 27, 2024

Although these advancements offer remarkable capabilities, they also present significant challenges. In a transformer architecture, such layers are the embedding layers and the multilayer perceptron (MLP) layers. and prior Llama models) and Mistral model architectures for context parallelism. supports the Llama 3.1 (and

Training 96

Training Artificial Inteligence AWS Machine Learning 96

AWS Machine Learning - AI

JANUARY 13, 2025

The collaboration between BQA and AWS was facilitated through the Cloud Innovation Center (CIC) program, a joint initiative by AWS, Tamkeen , and leading universities in Bahrain, including Bahrain Polytechnic and University of Bahrain. The following diagram illustrates the solution architecture.

Education 90

Education Report Technical Review Generative AI 90

AWS Machine Learning - AI

APRIL 16, 2025

However, using generative AI models in enterprise environments presents unique challenges. Why LoRAX for LoRA deployment on AWS? The surge in popularity of fine-tuning LLMs has given rise to multiple inference container methods for deploying LoRA adapters on AWS. The following diagram is the solution architecture.

Artificial Inteligence 78

Artificial Inteligence Generative AI AWS Storage 78

AWS Machine Learning - AI

JULY 31, 2024

Amazon Web Services (AWS) is committed to supporting the development of cutting-edge generative artificial intelligence (AI) technologies by companies and organizations across the globe. Let’s dive in and explore how these organizations are transforming what’s possible with generative AI on AWS.

Artificial Inteligence 115

Artificial Inteligence AWS Programming Innovation 115

Xebia

AUGUST 29, 2023

VPC Lattice offers a new mechanism to connect microservices across AWS accounts and across VPCs in a developer-friendly way. Or if you have an existing landing zone with AWS Transit Gateway, do you already plan to replace it with VPC Lattice? You can also use AWS PrivateLink to inter-connect your VPCs across accounts.

AWS 130

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Honeycomb

MAY 23, 2022

As many of you may have read, Amazon has released C7g instances powered by the highly anticipated AWS Graviton3 Processors. Based on the success we had with this experiment (don’t worry, we discuss it below) we can only expect great things to come out of the new AWS Graviton3 Processors. Background. Reservations[]|.Instances[]'

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AWS Machine Learning - AI

JANUARY 22, 2025

We explain the end-to-end solution workflow, the prompts needed to produce the transcript and perform security analysis, and provide a deployable solution architecture. This architecture can be used for demonstration purposes and testing with your own video recordings and prompts; however, it is not suitable for a production use.

Generative AI 99

Generative AI Video Analysis Technical Review 99

AWS Machine Learning - AI

MAY 30, 2024

In this post, we introduce the Media Analysis and Policy Evaluation solution, which uses AWS AI and generative AI services to provide a framework to streamline video extraction and evaluation processes. This solution, powered by AWS AI and generative AI services, meets these needs.

Generative AI 126

Generative AI Policies Video AWS 126

Tenable

MARCH 21, 2024

Tenable Research discovered a one-click account takeover vulnerability in the AWS Managed Workflows Apache Airflow service that could have allowed full takeover of a victim’s web management panel of the Airflow instance. By abusing the vulnerability, an attacker could have forced victims to use and authenticate the attacker’s known session.

AWS 130

AWS Azure Authentication Software Review 130

AWS Machine Learning - AI

MARCH 3, 2025

Tuning model architecture requires technical expertise, training and fine-tuning parameters, and managing distributed training infrastructure, among others. These recipes are processed through the HyperPod recipe launcher, which serves as the orchestration layer responsible for launching a job on the corresponding architecture.

Artificial Inteligence 78

Artificial Inteligence Generative AI AWS Training 78

AWS Machine Learning - AI

AUGUST 26, 2024

At AWS, we are transforming our seller and customer journeys by using generative artificial intelligence (AI) across the sales lifecycle. Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness.

Generative AI 114

Generative AI AWS Artificial Inteligence Technical Review 114

AWS Machine Learning - AI

NOVEMBER 21, 2024

The path to creating effective AI models for audio and video generation presents several distinct challenges. We guide you through deploying the necessary infrastructure using AWS CloudFormation , creating an internal labeling workforce, and setting up your first labeling job. We demonstrate how to use Wavesurfer.js

Video 82

Video Lambda AWS Generative AI 82

AWS Machine Learning - AI

MARCH 18, 2025

These reports can be presented to clinical trial teams, regulatory bodies, and safety monitoring committees, supporting informed decision-making processes. Insights and reporting The processed data and insights derived from the LLM are presented through interactive dashboards, visualizations, and reports. An AWS account.

Artificial Inteligence 98

Artificial Inteligence Technical Review Healthcare Systems Review 98

Palo Alto Networks

OCTOBER 22, 2024

{{interview_audio_title}} 00:00 00:00 Volume Slider 10s 10s 10s 10s Seek Slider The genesis of cloud computing can be traced back to the 1960s concept of utility computing, but it came into its own with the launch of Amazon Web Services (AWS) in 2006. As a result, another crucial misconception revolves around the shared responsibility model.

Cloud 105

Cloud Artificial Inteligence Software Review Systems Review 105

AWS Machine Learning - AI

JANUARY 24, 2024

We demonstrate how to build an end-to-end RAG application using Cohere’s language models through Amazon Bedrock and a Weaviate vector database on AWS Marketplace. The AI-native technology stack illustrated in the architecture diagram has two key components: Cohere language models and a Weaviate vector database.

Generative AI 136

Generative AI AWS Artificial Inteligence Enterprise 136

AWS Machine Learning - AI

MARCH 3, 2025

Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance. This architecture supports processing an arbitrary number of images of varying sizes within a large context window of 128k tokens. For more Mistral resources on AWS, check out the GitHub repo.

Insurance 84

Insurance AWS eCommerce Software Review 84

AWS Machine Learning - AI

FEBRUARY 11, 2025

We use various AWS services to deploy a complete solution that you can use to interact with an API providing real-time weather information. In this post, we present a streamlined approach to deploying an AI-powered agent by combining Amazon Bedrock Agents and a foundation model (FM). In this solution, we use Amazon Bedrock Agents.

Virtualization 76

Virtualization Lambda AWS Authentication 76

AWS Machine Learning - AI

MARCH 7, 2025

The Mozart application rapidly compares policy documents and presents comprehensive change details, such as descriptions, locations, excerpts, in a tracked change format. In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline.

Generative AI 78

Generative AI Technical Review Insurance Policies 78

AWS Machine Learning - AI

MARCH 12, 2025

You can access the model through the Image Playground on the AWS Management Console for Amazon Bedrock, or through APIs. Architectural lighting. Architectural design A white cubic house with floor-to-ceiling windows, interior view from living room. Ultra-wide architectural lens. Strong shadow play. Minimal composition.

Generative AI 97

Generative AI Windows Fashion Architecture 97

AWS Machine Learning - AI

MARCH 13, 2025

Model Variants The current DeepSeek model collection consists of the following models: DeepSeek-V3 An LLM that uses a Mixture-of-Experts (MoE) architecture. These models retain their existing architecture while gaining additional reasoning capabilities through a distillation process. GenAI Data Scientist at AWS.

Artificial Inteligence 83

Artificial Inteligence AWS Machine Learning Load Balancer 83

AWS Machine Learning - AI

MARCH 15, 2024

In addition to Amazon Bedrock, you can use other AWS services like Amazon SageMaker JumpStart and Amazon Lex to create fully automated and easily adaptable generative AI order processing agents. In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda.

Generative AI 132

Generative AI Lambda AWS Artificial Inteligence 132

AWS Machine Learning - AI

MAY 14, 2024

We present the solution and provide an example by simulating a case where the tier one AWS experts are notified to help customers using a chat-bot. We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic.

Generative AI 103

Generative AI Artificial Inteligence AWS Applications 103

AWS Machine Learning - AI

OCTOBER 15, 2024

Public speaking is a critical skill in today’s world, whether it’s for professional presentations, academic settings, or personal growth. Using LLMs trained on extensive data, Amazon Bedrock generates curated speech outputs to enhance the presentation delivery. The following diagram shows our solution architecture.

Generative AI 115

Generative AI Virtualization Technical Advisors AWS 115

Linux Academy

NOVEMBER 7, 2019

One of the most common questions people ask us is, “Do I need to have an IT background to start using AWS?” Knowing how networking works, and being familiar with the client-server model will help you understand the ins and outs of AWS, but what if you need something even more basic than that? AWS in non-technical terms.

AWS 103

AWS Linux Storage Data Center 103

CIO

OCTOBER 22, 2024

But managing multicloud environments presents unique challenges, especially when it comes to the interoperability and workload-fluidity issues at the center of more deliberate — rather than happenstance — multicloud strategies. Tiffany further explains that multicloud is generally just a more complicated form of hybrid cloud.

Strategy 193

Strategy AWS Cloud Data Center 193

Altexsoft

MAY 20, 2020

IoT architecture layers. The list of top five fully-fledged solutions in alphabetical order is as follows : Amazon Web Service (AWS) IoT platform , Cisco IoT , Google Cloud IoT , IBM Watson IoT platform , and. AWS IoT Platform: the best place to build smart cities. AWS IoT infrastructure. Source: AWS. AWS IoT Core.

IoT 141

IoT Azure AWS Transportation 141