AWS Machine Learning - AI

APRIL 1, 2025

Whether youre an experienced AWS developer or just getting started with cloud development, youll discover how to use AI-powered coding assistants to tackle common challenges such as complex service configurations, infrastructure as code (IaC) implementation, and knowledge base integration.

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AWS Software Review Knowledge Base Artificial Inteligence 119

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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Knowledge Base Technical Review Generative AI Lambda 109

AWS Machine Learning - AI

JANUARY 13, 2025

The architecture seamlessly integrates multiple AWS services with Amazon Bedrock, allowing for efficient data extraction and comparison. The following diagram illustrates the solution architecture. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 112

Education Report Technical Review Generative AI 112

Perficient

MARCH 27, 2025

Pulumi is a modern Infrastructure as Code (IaC) tool that allows you to define, deploy, and manage cloud infrastructure using general-purpose programming languages. Pulumi SDK Provides Python libraries to define and manage infrastructure. Backend State Management Stores infrastructure state in Pulumi Cloud, AWS S3, or locally.

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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. It’s serverless so you don’t have to manage the infrastructure. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

We guide you through deploying the necessary infrastructure using AWS CloudFormation , creating an internal labeling workforce, and setting up your first labeling job. The following diagram illustrates the solution architecture. We demonstrate how to use Wavesurfer.js Choose Private for the workforce type and create a new private team.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Flexible logging –You can use this solution to store logs either locally or in Amazon Simple Storage Service (Amazon S3) using Amazon Data Firehose, enabling integration with existing monitoring infrastructure. Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure.

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Generative AI Applications AWS Knowledge Base 113

Dzone - DevOps

OCTOBER 4, 2023

Building Efficient Lambda Functions with Node.js: Unleashing the Power of Serverless Magic In the ever-evolving landscape of cloud computing, serverless architecture has emerged as a transformative paradigm, enabling developers to focus on code without the burden of managing infrastructure.

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AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. Then the user interacts with the chat application using natural language.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Additionally, we use various AWS services, including AWS Amplify for hosting the front end, AWS Lambda functions for handling request logic, Amazon Cognito for user authentication, and AWS Identity and Access Management (IAM) for controlling access to the agent. The function uses a geocoding service or database to perform this lookup.

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Dzone - DevOps

MARCH 17, 2023

Fargate vs. Lambda has recently been a trending topic in the serverless space. Fargate and Lambda are two popular serverless computing options available within the AWS ecosystem. This blog aims to take a deeper look into the Fargate vs. This blog aims to take a deeper look into the Fargate vs. Lambda battle.

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Stackery

FEBRUARY 19, 2020

Too often serverless is equated with just AWS Lambda. Yes, it’s true: Amazon Web Services (AWS) helped to pioneer what is commonly referred to as serverless today with AWS Lambda, which was first announced back in 2015. Lambda is just one component of a modern serverless stack.

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Lambda Serverless AWS Architecture 91

Xebia

APRIL 16, 2025

I summarized my key takeaways that can help you improve your serverless architectures. VS Code Extension Template Writing Step Functions using Infrastructure as Code (IaC) can be annoying when you need to copy JSON from the AWS console UI. This makes the development process much more efficient and improves the Developer Experience.

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AWS Machine Learning - AI

FEBRUARY 25, 2025

Troubleshooting infrastructure as code (IaC) errors often consumes valuable time and resources. This setup makes sure that AWS infrastructure deployments using IaC align with organizational security and compliance measures. This contextual information is then sent back to the first Lambda function.

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Lambda Generative AI AWS Software Review 65

Xebia

MAY 2, 2023

The question quite simple: How can we manage K8s infrastructure and applications using one codebase and high level programming languages? 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.

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AWS Machine Learning - AI

OCTOBER 11, 2024

Modern organizations increasingly depend on robust cloud infrastructure to provide business continuity and operational efficiency. It can be extended to incorporate additional types of operational events—from AWS or non-AWS sources—by following an event-driven architecture (EDA) approach.

Cloud 97

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AWS Machine Learning - AI

APRIL 23, 2025

Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. The following diagram illustrates the solution architecture. Click here to open the AWS console and follow along.

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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. This solution not only accelerates the migration process but also provides a standardized and secure cloud infrastructure.

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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.

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Generative AI Applications Technical Review Software Review 106

Tenable

FEBRUARY 13, 2024

The good news is that deploying these applications on a serverless architecture can make it easier to protect them. Cloud-native architecture has opened up new avenues for developers, bringing individual components out of monolithic server configurations and making them readily available as consumable services. Here’s why.

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Dzone - DevOps

JANUARY 16, 2024

Serverless architecture is a way of building and running applications without the need to manage infrastructure. AWS offers various serverless services, with AWS Lambda being one of the most prominent. Importance of Resiliency in Serverless Architecture As heavenly as serverless sounds, it isn't immune to failures.

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AWS Machine Learning - AI

MARCH 18, 2025

Audio-to-text transcription The recorded audio files are securely transmitted to a cloud-based infrastructure, where they undergo automated transcription using ASR technology. Solution overview The following diagram illustrates the solution architecture. The audio is converted into text, providing accurate and verbatim transcripts.

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Artificial Inteligence Technical Review Healthcare Systems Review 113

LaunchDarkly

JUNE 5, 2019

Some operational and logistical challenges were presented when TrueCar decided to move its internet infrastructure into the AWS cloud. Not only did TrueCar need to move their domain DNS entries, they also needed to revamp their entire architecture, software, and operational practices.

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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. The following figure illustrates the core architecture for the NLQ capability.

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Crunchbase News

MAY 15, 2024

Building AI infrastructure While most people like to concentrate on the newest AI tool to help generate emails or mimic their own voice, investors are looking at much of the architecture underneath generative AI that makes it work. In February, Lambda hit unicorn status after a $320 million Series C at a $1.5 billion valuation.

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Strategic Tech

JULY 21, 2020

Most organisations go through an architecture modernisation effort at some point as their systems drift into a state of intolerable maintenance costs and they diverge too far from modern technological advances. What architecture will be optimal for enabling that business vision? How are we going to deliver the new architecture?

Architecture 98

Architecture Technical Review Software Review Microservices 98

AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location.

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Artificial Inteligence Generative AI Travel AWS 111

Xebia

MAY 21, 2024

Cloud modernization has become a prominent topic for organizations, and AWS plays a crucial role in helping them modernize their IT infrastructure, applications, and services. Xebia has vast experience supporting customers in assessing their existing infrastructure and aligning on the best approach for their modernization journey.

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AWS Strategy Serverless Microservices 130

RapidValue

JANUARY 5, 2020

One such service is their serverless computing service , AWS Lambda. For the uninitiated, Lambda is an event-driven serverless computing platform that lets you run code without managing or provisioning servers and involves zero administration. How does AWS Lambda Work. Why use AWS Lambda? Read on to know. zip or jar.

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AWS Machine Learning - AI

FEBRUARY 9, 2024

Because Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. The following diagram summarizes the solution architecture and key components.

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Lambda Generative AI AWS Microservices 144

Erik Bernhardsson

NOVEMBER 30, 2021

You didn't have to set up any infrastructure yourself, or write custom mapreduce and reload the jobtracker all day. I think new higher level tools will let us focus on building application code and not worry about the underlying infrastructure. This isn't exactly a new idea—Heroku launched in 2007, and AWS Lambda in 2014.

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Cloud AWS Weak Development Team Serverless 351

AWS Machine Learning - AI

JULY 3, 2024

With Amazon Bedrock, you can get started quickly, privately customize FMs with your own data, and easily integrate and deploy them into your applications using AWS tools without having to manage any infrastructure. Both Amazon Bedrock and Step Functions are serverless, so you don’t need to think about managing and scaling the infrastructure.

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Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions.

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CIO

MAY 8, 2024

Serverless data integration platforms eliminate the need for traditional server infrastructure, allowing organisations to focus on the core functionality of their data integration processes rather than managing the underlying hardware and software. However, it’s important to consider some potential drawbacks of serverless architecture.

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AWS Machine Learning - AI

APRIL 24, 2024

They provide a strategic advantage for developers and organizations by simplifying infrastructure management, enhancing scalability, improving security, and reducing undifferentiated heavy lifting. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

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Artificial Inteligence Lambda Knowledge Base IoT 137

Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. It will scale just fine… unless you hit your account-wide Lambda limit. 6.10, which is approaching EOL for AWS Lambda? I then sift through all this data to identify patterns and trends. What if that’s Node.js

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Sunflower Lab

APRIL 12, 2018

Benefits of microservices architecture and business value it delivers to organizations planning to embrace enterprise agility through automated processes. The microservice architecture helps to reduce development complexity. There are several other benefits of using microservices architecture. Architecture is goal-oriented.

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