AWS Machine Learning - AI

APRIL 18, 2024

Tools like Terraform and AWS CloudFormation are pivotal for such transitions, offering infrastructure as code (IaC) capabilities that define and manage complex cloud environments with precision. AWS Landing Zone addresses this need by offering a standardized approach to deploying AWS resources.

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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 following diagram illustrates the architecture of the application.

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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.

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AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. A modular architecture, where each module can intake model inference data and produce its own metrics, is necessary.

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Xebia

DECEMBER 21, 2022

A regional failure is an uncommon event in AWS (and other Public Cloud providers), where all Availability Zones (AZs) within a region are affected by any condition that impedes the correct functioning of the provisioned Cloud infrastructure. In this PoC, we will create the front-end layer of a three-tier architecture. Strategies.

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AWS Machine Learning - AI

NOVEMBER 13, 2024

The following diagram illustrates the solution architecture: The steps of the solution include: Upload data to Amazon S3 : Store the product images in Amazon Simple Storage Service (Amazon S3). The AWS Command Line Interface (AWS CLI) installed on your machine to upload the dataset to Amazon S3.

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Perficient

AUGUST 8, 2024

What is AWS DLT? Distributed Load Testing on AWS helps you automate the testing of your software applications at scale and at load to identify bottlenecks before you release your application. The following AWS CloudFormation template is included, which you can download before deployment.

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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. It will be able to answer questions, generate content, and facilitate bidirectional interactions, all while continuously using internal AWS and external data to deliver timely, personalized insights.

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Perficient

JUNE 24, 2024

Here are some key features and components of AWS Systems Manager AWS Systems Manager Core Components : Run Command : Executes commands on instances. Integration with Other AWS Services : S3 : Often used for storing logs, inventory data, and automation documents. S3 Buckets : Storage for various outputs and configurations.

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AWS Machine Learning - AI

FEBRUARY 6, 2024

By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format. This solution relies on the AWS Well-Architected principles and guidelines to enable the control, security, and auditability requirements. AI delivers a major leap forward.

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Cloudera

NOVEMBER 7, 2023

Are you struggling to manage the ever-increasing volume and variety of data in today’s constantly evolving landscape of modern data architectures? One of these two layouts should be used for all new storage needs. A description of the bucket layouts and their features are below.

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AWS Machine Learning - AI

OCTOBER 15, 2024

In the following sections, we walk you through constructing a scalable, serverless, end-to-end Public Speaking Mentor AI Assistant with Amazon Bedrock, Amazon Transcribe , and AWS Step Functions using provided sample code. The following diagram shows our solution architecture. Sonnet on Amazon Bedrock in your desired AWS Region.

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AWS Machine Learning - AI

MARCH 7, 2024

However, Amazon Bedrock and AWS Step Functions make it straightforward to automate this process at scale. Step Functions allows you to create an automated workflow that seamlessly connects with Amazon Bedrock and other AWS services. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow.

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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.

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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.

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RapidValue

OCTOBER 12, 2020

In an effort to avoid the pitfalls that come with monolithic applications, Microservices aim to break your architecture into loosely-coupled components (or, services) that are easier to update independently, improve, scale and manage. Key Features of Microservices Architecture. Microservices Architecture on AWS.

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AWS Machine Learning - AI

SEPTEMBER 13, 2024

Managing cloud costs and understanding resource usage can be a daunting task, especially for organizations with complex AWS deployments. AWS Cost and Usage Reports (AWS CUR) provides valuable data insights, but interpreting and querying the raw data can be challenging. The following diagram illustrates the solution architecture.

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AWS Machine Learning - AI

AUGUST 13, 2024

Amazon Bedrock offers a serverless experience, so you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using the AWS tools without having to manage the infrastructure. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

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AWS Machine Learning - AI

NOVEMBER 19, 2024

SLMs are compact transformer models, primarily utilizing decoder-only or encoder-decoder architectures, typically with parameters ranging from 1–8 billion. AWS offers a wide range of solutions for interacting with language models. The following diagram illustrates the solution architecture.

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Perficient

JUNE 26, 2024

AWS ElastiCache is a service that improves web application performance by retrieving information from fast-managed in-memory caches. A cache is a temporary storage area. Template file: In this template file, there is CloudFormation code, which is going to deploy the AWS ElastiCache. What is Caching?

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AWS Machine Learning - AI

NOVEMBER 22, 2023

Yes, the AWS re:Invent season is upon us and as always, the place to be is Las Vegas! are the sessions dedicated to AWS DeepRacer ! Generative AI is at the heart of the AWS Village this year. You marked your calendars, you booked your hotel, and you even purchased the airfare. And last but not least (and always fun!)

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AWS Machine Learning - AI

NOVEMBER 12, 2024

This post describes how Agmatix uses Amazon Bedrock and AWS fully featured services to enhance the research process and development of higher-yielding seeds and sustainable molecules for global agriculture. AWS generative AI services provide a solution In addition to other AWS services, Agmatix uses Amazon Bedrock to solve these challenges.

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AWS Machine Learning - AI

OCTOBER 8, 2024

In this post, we collaborate with the team working on PyTorch at Meta to showcase how the torchtitan library accelerates and simplifies the pre-training of Meta Llama 3-like model architectures. Introduction to torchtitan torchtitan is a reference architecture for large-scale LLM training using native PyTorch.

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Cloud That

NOVEMBER 17, 2022

Persistent Disks (Block Storage). Filestore (Network File Storage). Cloud Storage (Object Storage). One of the fundamental resources needed for today’s systems and software development is storage, along with compute and networks. Persistent Disks (Block Storage). Filestore (Network File Storage).

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AWS Machine Learning - AI

NOVEMBER 18, 2024

Solution overview This solution is running in AWS Region us-east-1. It exposes an API endpoint through Amazon API Gateway that proxies the initial prompt request to a Python-based AWS Lambda function, which calls Amazon Bedrock twice. In this post, we will review the console, the terminal, and AWS CLI. Anthropic Claude 3.5

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Blue Sentry

OCTOBER 20, 2023

Transcript: Hi, I’m Todd Bernson – CTO at Blue Sentry Cloud and an AWS Ambassador with 12 AWS certifications. In this installment, I’ll be breaking down another common Cloud-native application architecture. In this installment, I’ll be breaking down another common Cloud-native application architecture.

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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.

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Xebia

APRIL 14, 2023

AWS examples include emissions related to data center construction, and the manufacture and transportation of IT hardware deployed in data centers. Last year AWS launched the AWS Customer Carbon Footprint Tool. This tool is available for AWS customers at no cost. but also consider different architectures.

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

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AWS Machine Learning - AI

SEPTEMBER 17, 2024

In this post, we demonstrate a solution using Amazon FSx for NetApp ONTAP with Amazon Bedrock to provide a RAG experience for your generative AI applications on AWS by bringing company-specific, unstructured user file data to Amazon Bedrock in a straightforward, fast, and secure way. Install the AWS Command Line Interface (AWS CLI).

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AWS Machine Learning - AI

NOVEMBER 18, 2024

This binary representation will convert high-dimensional data into a more efficient format for storage and computation. It supports exact and approximate nearest-neighbor algorithms and multiple storage and matching engines. On this data set, we reduced storage, while observing a 25-times improvement in latency.

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CIO

OCTOBER 13, 2023

The data architect also “provides a standard common business vocabulary, expresses strategic requirements, outlines high-level integrated designs to meet those requirements, and aligns with enterprise strategy and related business architecture,” according to DAMA International’s Data Management Body of Knowledge.

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Datavail

JUNE 22, 2023

This month, I had the opportunity to attend Amazon Web Services (AWS) Summit Toronto 2023 at the Metro Toronto Convention Center. The summit featured over 70 keynote presentations, breakout sessions, demos, and networking opportunities with AWS experts and partners. Here are some of the highlights that our team wanted to share!

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Cloudera

SEPTEMBER 10, 2021

The public cloud (CDP-PC) editions default to using cloud storage (S3 for AWS, ADLS-gen2 for Azure). Initially, the change from HDFS storage to cloud storage required architectural changes to how access control for files and directories were managed. Customer 1 – Centralized data authorization management.

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AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

Solution overview The solution presented in this post responds automatically to email inquiries using the following solution architecture. Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. You can bootstrap the environment with cdk bootstrap aws://{ACCOUNT_NUMBER}/{REGION}.

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CloudSphere

NOVEMBER 30, 2023

AWS Graviton has emerged in the cloud computing space as a solution to these wants and needs. As a result, more and more people seem to be choosing AWS Graviton. In this article, you’ll find more information on AWS Graviton chips, as well as the top five reasons to consider them over Intel and AMD processors.

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