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.

Lambda 97

Lambda Microservices AWS Construction 97

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 127

Generative AI Policies Video AWS 127

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.

AWS 116

AWS Lambda Performance Artificial Inteligence 116

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.

Sustainability 130

Sustainability Cloud AWS Energy 130

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.

Lambda 130

Lambda AWS Linux Construction 130

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.

Generative AI 113

Generative AI Virtualization Technical Advisors AWS 113

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 111

Generative AI Lambda Applications AWS 111

AWS Machine Learning - AI

DECEMBER 23, 2024

To address this, customers often begin by enhancing generative AI accuracy through vector-based retrieval systems and the Retrieval Augmented Generation (RAG) architectural pattern, which integrates dense embeddings to ground AI outputs in relevant context. Lettria provides an accessible way to integrate GraphRAG into your applications.

Generative AI 113

Generative AI Artificial Inteligence AWS Knowledge Base 113

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.

AWS 98

AWS Network Cloud Internet 98

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.

System Design 130

System Design System AWS Architecture 130

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.

System Design 130

System Design System AWS Architecture 130

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.

Generative AI 122

Generative AI Artificial Inteligence Systems Review Software Review 122

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.

Data Engineering 197

Data Engineering Analytics Engineering Data 197

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.

Architecture 130

Architecture Policies Resources Construction 130

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

Artificial Inteligence 116

Artificial Inteligence Meeting AWS Generative AI 116

AWS Machine Learning - AI

NOVEMBER 20, 2024

In some use cases, particularly those involving complex user queries or a large number of metadata attributes, manually constructing metadata filters can become challenging and potentially error-prone. The following diagram illustrates high level RAG architecture with dynamic metadata filtering. model in Amazon Bedrock.

Artificial Inteligence 102

Artificial Inteligence Applications Knowledge Base Generative AI 102

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.

Artificial Inteligence 121

Artificial Inteligence Generative AI AWS Load Balancer 121

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

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.

Generative AI 106

Generative AI Artificial Inteligence AWS Government 106

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.

Artificial Inteligence 107

Artificial Inteligence Pharmaceuticals Healthcare AWS 107

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.

Artificial Inteligence 108

Artificial Inteligence Generative AI AWS Serverless 108

O'Reilly Media - Ideas

MAY 19, 2020

So we constructed a survey and ran it earlier this year: from January 9th through January 31st, 2020. AWS is far and away the cloud leader, followed by Azure (at more than half of share) and Google Cloud. But most Azure and GCP users also use AWS; the reverse isn’t necessarily true. Amazon and AWS Ascendant.

Cloud 144

Cloud Microservices Serverless Survey 144

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.

Generative AI 106

Generative AI Artificial Inteligence AWS Technical Review 106

CloudGeometry

MARCH 3, 2022

Second, there is no one-size-fits-all SaaS architecture (the second principle is a corollary of the first). The challenge is to build common ground between business and architecture so as to translate business assumptions into critical technical solution inputs. First, SaaS is a business strategy, not a technology strategy.

Metrics 130

Metrics Architecture Cloud Strategy 130

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 84

Education Report Technical Review Generative AI 84

AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. The chatbot built by AWS GenAIIC would take in this tag data and retrieve insights.

Generative AI 107

Generative AI Artificial Inteligence Data AWS 107

Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. 6.10, which is approaching EOL for AWS Lambda? What if, instead, we could do the following: This may seem magical, but it’s possible using advanced mechanisms built into AWS API Gateway. What if that’s Node.js

Serverless 104

Serverless Lambda AWS Banking 104

AWS Machine Learning - AI

DECEMBER 6, 2023

Then we introduce you to a more versatile architecture that overcomes these limitations. We also present a more versatile architecture that overcomes these limitations. In practice, we implemented this solution as outlined in the following detailed architecture. The search precision can also be improved with metadata filtering.

Artificial Inteligence 113

Artificial Inteligence Analytics Knowledge Base Lambda 113

AWS Machine Learning - AI

AUGUST 15, 2024

QnABot on AWS (an AWS Solution) now provides access to Amazon Bedrock foundational models (FMs) and Knowledge Bases for Amazon Bedrock , a fully managed end-to-end Retrieval Augmented Generation (RAG) workflow. Deploying the QnABot solution builds the following environment in the AWS Cloud.

Artificial Inteligence 114

Artificial Inteligence Generative AI Knowledge Base Lambda 114

AWS Machine Learning - AI

NOVEMBER 21, 2024

The integrated approach and ease of use of Amazon Bedrock in deploying large language models (LLMs), along with built-in features that facilitate seamless integration with other AWS services like Amazon Kendra, made it the preferred choice. By using Claude 3’s vision capabilities, we could upload image-rich PDF documents.

AWS 62

AWS Lambda Generative AI Artificial Inteligence 62

AWS Machine Learning - AI

DECEMBER 18, 2024

Training an LLM is a compute-intensive and complex process, which is why Fastweb, as a first step in their AI journey, used AWS generative AI and machine learning (ML) services such as Amazon SageMaker HyperPod. The team opted for fine-tuning on AWS.

Artificial Inteligence 81

Artificial Inteligence Generative AI AWS Telecommunications 81

Altexsoft

JANUARY 14, 2021

We’ll review all the important aspects of their architecture, deployment, and performance so you can make an informed decision. Data warehouse architecture. The architecture of a data warehouse is a system defining how data is presented and processed within a repository. Traditional data warehouse architecture.

Backup 115

Backup Azure Software Review Architecture 115

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Infrastructure as code – You can use AWS CloudFormation or the AWS Cloud Development Kit (AWS CDK) to deploy and manage Amazon Bedrock agents. To set up the agent on the AWS Management Console , we use the new agent builder. The following GitHub repository contains the Python AWS CDK code to deploy the same example.

Generative AI 96

Generative AI Lambda Applications AWS 96

CIO

MAY 23, 2024

IDC says, “Infor’s cloud ERP solutions deliver industry-specific capabilities without extensive customizations or integrations by combining the Infor cloud platform built on Amazon Web Services (AWS) and Infor OS innovation services.” In short, we see ERP itself moving from a system of record to a system of action.”

SMB 179

SMB Industry Cloud Enterprise 179

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add your Honeycomb environment’s API key to AWS Secrets Manager. Why AWS SAM?

Lambda 52

Lambda AWS Data Serverless 52

AWS Machine Learning - AI

OCTOBER 24, 2024

These agents work with AWS managed infrastructure capabilities and Amazon Bedrock , reducing infrastructure management overhead. The agent can recommend software and architecture design best practices using the AWS Well-Architected Framework for the overall system design. What are the top five most expensive products?

Generative AI 84

Generative AI Artificial Inteligence Applications Knowledge Base 84

Kentik

FEBRUARY 26, 2019

In the construction industry, principles to ensure a building is constructed effectively are documented in the International Building Code. In the realm of cloud infrastructure, Amazon has pioneered the AWS Well-Architected Framework. Discuss how the Framework applies to networking — a critical part of cloud architecture.

Architecture 40

Architecture Cloud Construction AWS 40