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.

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AWS Machine Learning - AI

APRIL 10, 2025

Solution overview To evaluate the effectiveness of RAG compared to model customization, we designed a comprehensive testing framework using a set of AWS-specific questions. The following diagram illustrates the solution architecture. At the time of writing, Amazon Nova model fine-tuning is exclusively available in us-east-1.

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Xebia

MAY 2, 2023

In the coming paragraphs we will identify how we can write Infrastructure as Code (IaC) as well as the K8s workload definition for an application that will be deployed on AWS. We will combine the power of AWS CDK and cdk8s in one single codebase to deploy our infrastructure and application. Are we really doing it right?

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AWS Machine Learning - AI

MARCH 20, 2025

Users can access these AI capabilities through their organizations single sign-on (SSO), collaborate with team members, and refine AI applications without needing AWS Management Console access. Before we dive deep into the deployment of the AI agent, lets walk through the key steps of the architecture, as shown in the following diagram.

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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.

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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.

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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.

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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

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. AWS Prototyping developed an AWS Cloud Development Kit (AWS CDK) stack for deployment following AWS best practices.

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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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Dzone - DevOps

AUGUST 15, 2023

When used to construct microservices, AWS Lambda provides a route to craft scalable and flexible cloud-based applications. AWS Lambda supports code execution without server provisioning or management, rendering it an appropriate choice for microservices architecture.

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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.

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AWS Machine Learning - AI

MARCH 13, 2025

Additionally, it uses NVIDIAs parallel thread execution (PTX) constructs to boost training efficiency, and a combined framework of supervised fine-tuning (SFT) and group robust policy optimization (GRPO) makes sure its results are both transparent and interpretable. GenAI Data Scientist at AWS. deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B

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AWS Machine Learning - AI

MARCH 7, 2025

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. The following diagram illustrates the solution architecture. For constructing the tracked difference format, containing redlines, Verisk used a non-FM based solution.

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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. Sharp details reveal the precise stitching and material textures, while selective focus isolates this area against a softly blurred, dark background, showcasing the products premium construction. Strong shadow play.

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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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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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Xebia

DECEMBER 13, 2024

Project setup Make sure you installed the AWS CDK cli. brew install aws-cdk Initialize the project: cdk init app --language=typescript Lambda setup First we will need to create the file and folder structure: mkdir -p lib/functions/hello-world/hello_world touch lib/functions/hello-world/hello_world/__init__.py COPY requirements.txt.

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CIO

AUGUST 19, 2024

AWS, Microsoft, and Google are going nuclear to build and operate mega data centers better equipped to meet the increasingly hefty demands of generative AI. Earlier this year, AWS paid $650 million to purchase Talen Energy’s Cumulus Data Assets, a 960-megawatt nuclear-powered data center on site at Talen’s Susquehanna, Penn.,

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AWS Machine Learning - AI

FEBRUARY 25, 2025

This post demonstrates how you can use Amazon Bedrock Agents to create an intelligent solution to streamline the resolution of Terraform and AWS CloudFormation code issues through context-aware troubleshooting. This setup makes sure that AWS infrastructure deployments using IaC align with organizational security and compliance measures.

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AWS Machine Learning - AI

MAY 17, 2024

With prompt chaining, you construct a set of smaller subtasks as individual prompts. The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. The event starts an AWS Step Functions workflow.

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Kentik

APRIL 6, 2021

At Kentik, we’ve been ingesting and analyzing AWS VPC Flow Logs since 2018. The truth is that while flow logs do cost money, AWS has provided knobs that you can turn to keep your costs reasonable while still getting the visibility you need. AWS doesn’t easily allow you to configure flow logs for this use case. Add subnets.

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AWS Machine Learning - AI

MAY 7, 2024

Solution overview The entire infrastructure of the solution is provisioned using the AWS Cloud Development Kit (AWS CDK), which is an infrastructure as code (IaC) framework to programmatically define and deploy AWS resources. AWS CDK version 2.0 AWS CDK version 2.0

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Hacker Earth Developers Blog

JUNE 7, 2020

It involves designing elements of a system, such as architecture, modules, components (and their interfaces), and data. . Unified Modelling Language (UML): Helps system and software developers specify, visualize, construct, and document software systems as well as used for business modeling and other non-software systems. to FaceCode.

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Hacker Earth Developers Blog

JUNE 7, 2020

It involves designing elements of a system, such as architecture, modules, components (and their interfaces), and data. . Unified Modelling Language (UML): Helps system and software developers specify, visualize, construct, and document software systems as well as used for business modeling and other non-software systems. to FaceCode.

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AWS Machine Learning - AI

OCTOBER 2, 2024

In this post, we share AWS guidance that we have learned and developed as part of real-world projects into practical guides oriented towards the AWS Well-Architected Framework , which is used to build production infrastructure and applications on AWS. We focus on the operational excellence pillar in this post.

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CIO

MARCH 15, 2024

“It’s often the data in these silos [that needs] to be integrated between multiple sites, multiple systems, especially in the [real-time] world that we live in today versus the more batch-oriented architecture of a decade ago.” Throw resellers in the mix, and it gets even more complicated.”

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AWS Machine Learning - AI

SEPTEMBER 18, 2024

Generative AI on AWS can transform user experiences for customers while maintaining brand consistency and your desired customization. Client profiles – We have three business clients in the construction, manufacturing, and mining industries, which are mid-to-enterprise companies. Our core values are: 1. Our offerings include: 1.

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CIO

AUGUST 9, 2022

Data engineers are responsible for developing, testing, and maintaining data pipelines and data architectures. But data engineers also need soft skills to communicate data trends to others in the organization and to help the business make use of the data it collects. Data engineer vs. data architect.

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CloudGeometry

FEBRUARY 7, 2022

Behind the curtain, selling essentially the same software to different users and companies, again and again, relies on a distinct product architecture: secure multi-tenancy. Tenant isolation is the keystone of the SaaS architecture, holding it all together and keeping it up and running. Let’s take a closer look.

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AWS Machine Learning - AI

JUNE 21, 2024

To accomplish this, eSentire built AI Investigator, a natural language query tool for their customers to access security platform data by using AWS generative artificial intelligence (AI) capabilities. The additional benefit of SageMaker notebook instances is its streamlined integration with eSentire’s AWS environment.

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AWS Machine Learning - AI

MARCH 19, 2024

To enhance code generation accuracy, we propose dynamically constructing multi-shot prompts for NLQs. The dynamically constructed multi-shot prompt provides the most relevant context to the FM, and boosts the FM’s capability in advanced math calculation, time series data processing, and data acronym understanding.

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AWS Machine Learning - AI

MARCH 28, 2024

With the advancements being made with LLMs like the Mixtral-8x7B Instruct , derivative of architectures such as the mixture of experts (MoE) , customers are continuously looking for ways to improve the performance and accuracy of generative AI applications while allowing them to effectively use a wider range of closed and open source models.

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AWS Machine Learning - AI

JUNE 18, 2024

This represents a major opportunity for businesses to optimize this workflow, save time and money, and improve accuracy by modernizing antiquated manual document handling with intelligent document processing (IDP) on AWS. In the third step, you can use extracted text and data to construct meaningful enhancements for these documents.

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CIO

SEPTEMBER 14, 2023

While data engineers develop, test, and maintain data pipelines and data architectures, data scientists tease out insights from massive amounts of structured and unstructured data to shape or meet specific business needs and goals.

Data Engineering 203

Data Engineering Analytics Engineering Data 203

AWS Machine Learning - AI

FEBRUARY 6, 2024

We implemented the solution using the AWS Cloud Development Kit (AWS CDK). Transformers, BERT, and GPT The transformer architecture is a neural network architecture that is used for natural language processing (NLP) tasks. However, we don’t cover the specifics of building the solution in this post.

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Artificial Inteligence Pharmaceuticals Healthcare AWS 122

CIO

JULY 26, 2023

While the Denver-based company’s cloud transformation long preceded Ligon’s arrival, with various business units adopting AWS and the IT team already developing cloud-native applications, in hiring Ligon, Re/Max’s top brass decided to “bring it all under control” of its first CIO.

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