AWS Machine Learning - AI

NOVEMBER 13, 2024

In this post, you will learn how to extract key objects from image queries using Amazon Rekognition and build a reverse image search engine using Amazon Titan Multimodal Embeddings from Amazon Bedrock in combination with Amazon OpenSearch Serverless Service. An Amazon OpenSearch Serverless collection. b64encode(resized_image).decode('utf-8')

AWS 109

AWS Engineering Serverless eCommerce 109

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. When we talk about " serverless ," it doesn't mean servers are absent.

Serverless 94

Serverless Architecture AWS Lambda 94

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

Serverless 130

Serverless Generative AI Google Cloud Technical Review 130

Netlify

MAY 26, 2021

Why I migrated my dynamic sites to a serverless architecture. Moriel is a physicist turned software engineer turned systems architect, currently working on modernizing Wikipedia’s architecture. Like most web developers these days, I’ve heard of serverless applications and Jamstack for a while.

Serverless 107

Serverless Microservices Architecture Tools 107

AWS Machine Learning - AI

NOVEMBER 7, 2024

API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 107

Generative AI AWS Enterprise Artificial Inteligence 107

AWS Machine Learning - AI

NOVEMBER 6, 2024

The solution we explore consists of two main components: a Python application for the UI and an AWS deployment architecture for hosting and serving the application securely. The AWS deployment architecture makes sure the Python application is hosted and accessible from the internet to authenticated users. See the README.md

Generative AI 114

Generative AI AWS Artificial Inteligence Applications 114

Linux Academy

JUNE 4, 2019

What is serverless framework? The Serverless Framework is an open-source project that replaces traditional platforms (hardware, operating systems) with a platform that can run in a cloud environment. Serverless is beneficial as it lets you focus on delivering a product, rather than managing typical IT problems. Why use it?

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Serverless Linux Azure Lambda 92

Perficient

MARCH 10, 2025

Fluid Compute is Vercels next-generation execution model, blending the best of serverless and traditional compute. Unlike conventional serverless architectures, which often suffer from cold starts and limited concurrency, Fluid Compute allows multiple requests to be processed within a single function instance.

Performance 52

Performance Serverless Scalability Comparison 52

TechCrunch

OCTOBER 4, 2021

Which areas do you think IaC’s capability to set up any cloud resource will be most used? IaC can be used for any type of cloud workload or architecture, but it is a necessity for anyone building on the modern cloud. The result is that the number of cloud resources that people must manage is going up at a tremendous pace.

Software Review 247

Software Review Infrastructure DevOps Data Center 247

AWS Machine Learning - AI

OCTOBER 11, 2024

With a vast array of services and resource footprints spanning hundreds of accounts, organizations can face an overwhelming volume of operational events occurring daily, making manual administration impractical. AWS Trusted Advisor findings — Opportunities for optimizing your AWS resources, improving security, and reducing costs.

Cloud 93

Cloud AWS Serverless Policies 93

AWS Machine Learning - AI

OCTOBER 31, 2024

By implementing this architectural pattern, organizations that use Google Workspace can empower their workforce to access groundbreaking AI solutions powered by Amazon Web Services (AWS) and make informed decisions without leaving their collaboration tool. In the following sections, we explain how to deploy this architecture.

Generative AI 117

Generative AI Lambda Applications AWS 117

CIO

DECEMBER 20, 2024

Azures growing adoption among companies leveraging cloud platforms highlights the increasing need for effective cloud resource management. Enterprises must focus on resource provisioning, automation, and monitoring to optimize cloud environments. Automation helps optimize resource allocation and minimize operational inefficiencies.

Azure 88

Azure Analysis Cloud Resources 88

Erik Bernhardsson

NOVEMBER 30, 2021

Kubernetes has been this interesting trend in the last few years on what I think is still essentially an inevitable march towards a fully “serverless” world, whatever that means to you. in bin packing, I'd go looking for a job at some serverless infrastructure provider right now. If I had a Ph.

Cloud 351

Cloud AWS Weak Development Team Serverless 351

Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. I first heard about this pattern a few years ago at a ServerlessConf from a consultant who was helping a “big bank” convert to serverless. CloudFormation / SAM to integrate API resources with other AWS services (e.g.

Serverless 104

Serverless Lambda AWS Banking 104

AWS Machine Learning - AI

SEPTEMBER 3, 2024

That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help. In this post, we demonstrate how to leverage the new EMR Serverless integration with SageMaker Studio to streamline your data processing and machine learning workflows.

Serverless 108

Serverless AWS Artificial Inteligence Big Data 108

Confluent

FEBRUARY 27, 2019

With serverless being all the rage, it brings with it a tidal change of innovation. or invest in a vendor-agnostic layer like the serverless framework ? or invest in a vendor-agnostic layer like the serverless framework ? What is more, as the world adopts the event-driven streaming architecture, how does it fit with serverless?

Serverless 109

Serverless Lambda AWS Systems Review 109

Stackery

MARCH 16, 2020

There’s something about knowing that we’re at the beginning of a new decade that really cements in just how far we’ve come with serverless computing. It’s a valuable resource for any team of engineers actively using serverless architecture or the managers considering its value.

Serverless 85

Serverless Architecture Cloud Network 85

CIO

MAY 8, 2024

Serverless data integration The rise of serverless computing has also transformed the data integration landscape. According to a recent forecast by Grand View Research, the global serverless computing market is expected to reach a staggering $21.4 billion by 2025. This can impact performance for infrequently used integrations.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

Modus Create

MAY 15, 2023

When serverless architecture became all the rage a few years ago, we wondered whether it was just marketing hype. Was serverless really cloud 2.0 Serverless architecture’s popularity has risen over the past 5 years. While serverless brings immense benefits to businesses, it’s important not to rush into it.

Serverless 75

Serverless Lambda Architecture AWS 75

CircleCI

NOVEMBER 7, 2022

This tutorial covers: Using the Jest framework to set up unit testing for a serverless application. The Serverless framework is an open-source framework written in Node.js Serverless applications are distributed by design, so good code coverage is vital, and should include unit testing. Set up the serverless framework.

Serverless 98

Serverless Testing Applications Lambda 98

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.

Knowledge Base 95

Knowledge Base Generative AI Technical Review Lambda 95

TechCrunch

DECEMBER 13, 2022

An open source package that grew into a distributed platform, Ngrok aims to collapse various networking technologies into a unified layer, letting developers deliver apps the same way regardless of whether they’re deployed to the public cloud, serverless platforms, their own data center or internet of things devices.

Firewall 240

Firewall Serverless Internet Load Balancer 240

Palo Alto Networks

OCTOBER 22, 2024

This marked the beginning of cloud computing's adolescence (with some early “terrible twos” no doubt) revolutionizing how businesses access and utilize computing resources. Cloud platforms offer dynamic and distributed resources that can rapidly scale, introducing new attack surfaces and security challenges.

Cloud 105

Cloud Artificial Inteligence Software Review Systems Review 105

O'Reilly Media - Ideas

JANUARY 14, 2025

Interest in Data Lake architectures rose 59%, while the much older Data Warehouse held steady, with a 0.3% In our skill taxonomy, Data Lake includes Data Lakehouse , a data storage architecture that combines features of data lakes and data warehouses.) Usage of material about Software Architecture rose 5.5%

Trends 132

Trends Technology Security Artificial Inteligence 132

TechCrunch

JUNE 1, 2022

Today, thanks to the cloud, microservices, distributed applications, global scale, real-time data and deep learning, new database architectures have emerged to solve for new performance requirements. Each of these has different scaling, branching, propagation, sharding and resource requirements. Image Credits: Venrock.

Serverless 245

Serverless Enterprise Microservices Open Source 245

AWS Machine Learning - AI

APRIL 3, 2024

In this post, we show how to build a contextual text and image search engine for product recommendations using the Amazon Titan Multimodal Embeddings model , available in Amazon Bedrock , with Amazon OpenSearch Serverless. The following diagram illustrates the solution architecture. You then display the top similar results.

Serverless 121

Serverless Artificial Inteligence Engineering Generative AI 121

Stackery

NOVEMBER 4, 2019

I often get asked what software tools are ideal for a serverless developer. Serverless is, after all, about using a massive suite of platform tools to let you do minimal management. A smart-mouthed kid could say “all you need for serverless is a text editor, an AWS account, and a cup of coffee.”. The Stackery CLI.

Serverless 16

Serverless Lambda AWS Course 16

AWS Machine Learning - AI

NOVEMBER 6, 2024

However, Cloud Center of Excellence (CCoE) teams often can be perceived as bottlenecks to organizational transformation due to limited resources and overwhelming demand for their support. Oleg Chugaev is a Principal Solutions Architect and Serverless evangelist with 20+ years in IT, holding multiple AWS certifications.

Generative AI 101

Generative AI Government Technical Review Innovation 101

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 104

Generative AI Video Analysis Technical Review 104

Perficient

MARCH 27, 2025

Workflow Overview Write Infrastructure Code (Python) Pulumi Translates Code to AWS Resources Apply Changes (pulumi up) Pulumi Tracks State for Future Updates Prerequisites Pulumi Dashboard The Pulumi Dashboard (if using Pulumi Cloud) helps track: The current state of infrastructure. Components in the architecture.

AWS 52

AWS Infrastructure Lambda Load Balancer 52

AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. Solution deployment This solution includes an AWS CloudFormation template that streamlines the deployment of required AWS resources, providing consistent and repeatable deployments across environments.

Generative AI 105

Generative AI Applications AWS Knowledge Base 105

Perficient

NOVEMBER 6, 2024

Unlike custom API architectures, JSON API provides rules for how resources are fetched and manipulated over HTTP. Microservices and Serverless Architectures: Modern applications are moving towards distributed systems such as microservices and serverless architectures. What is JSON API?

eCommerce 52

eCommerce Microservices Technology Mobile 52

Xebia

MAY 21, 2024

This involves updating existing systems to take advantage of modern cloud-native architectures, technologies, and best practices, which always follow the six Pillars of AWS Well Architecture Framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 130

AWS Strategy Serverless Microservices 130

AWS Machine Learning - AI

MARCH 14, 2025

Whether processing invoices, updating customer records, or managing human resource (HR) documents, these workflows often require employees to manually transfer information between different systems a process thats time-consuming, error-prone, and difficult to scale. The following diagram illustrates the solution architecture.

AWS 104

AWS Generative AI Linux Groups 104

AWS Machine Learning - AI

NOVEMBER 22, 2023

You can follow these resources for fine-tuning, domain adaptation, and instruction of foundation models or to build RAG-based applications. We also use Vector Engine for Amazon OpenSearch Serverless (currently in preview) as the vector data store to store embeddings. An OpenSearch Serverless collection.

Artificial Inteligence 114

Artificial Inteligence Serverless Engineering Machine Learning 114

AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

Serverless 82

Serverless Artificial Inteligence AWS Software Review 82

Stackery

MAY 14, 2020

AWS Summit Chicago on the horizon, and while there’s no explicit serverless track, there are some amazing sessions to check out. Here are my top choices for the serverless sessions and a workshop you won’t want to miss: Workshop for Serverless Computing with AWS + Stackery + Epsagon. Performing Serverless Analytics in AWS Glue.

AWS 105

AWS Serverless Lambda Microservices 105