Dzone - DevOps

OCTOBER 14, 2023

First things first, Event-driven architecture. EDA and serverless functions are two powerful software patterns and concepts that have become popular in recent years with the rise of cloud-native computing. In this context, an event is defined as a change in state.

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Dzone - DevOps

APRIL 9, 2025

Amazon Web Services (AWS) provides an expansive suite of tools to help developers build and manage serverless applications with ease. In this article, we delve into serverless AI/ML on AWS, exploring best practices, implementation strategies, and an example to illustrate these concepts in action.

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Netlify

FEBRUARY 18, 2021

This, along with the principles of a Jamstack architecture , where the user interface is compiled in advance, also enables improvements like atomic and immutable deploys. At Netlify, we believe that serverless functions have a huge part to play in supporting the development of modern web applications. Push to version control.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. We can also quickly integrate flows with our applications using the SDK APIs for serverless flow execution — without wasting time in deployment and infrastructure management. For example, CustomerServiceGuardrail-001.

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Martin Fowler

MARCH 5, 2019

In my recent client engagement, I foresaw that serverless architecture was a perfect fit. The idea of adopting serverless architecture, though, didn’t fly to our client well due to the fear of vendor lock-in. Let’s have a look into an example of building an event-driven architecture. generic cloud usage.

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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.

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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.

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AWS Machine Learning - AI

OCTOBER 11, 2024

Some examples of AWS-sourced operational events include: AWS Health events — Notifications related to AWS service availability, operational issues, or scheduled maintenance that might affect your AWS resources. The following diagram illustrates the solution architecture.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times. These insights are stored in a central repository, unlocking the ability for analytics teams to have a single view of interactions and use the data to formulate better sales and support strategies.

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AWS Machine Learning - AI

JANUARY 22, 2025

The following graphic is a simple example of Windows Server Console activity that could be captured in a video recording. 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.

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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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AWS Machine Learning - AI

NOVEMBER 7, 2024

It contains services used to onboard, manage, and operate the environment, for example, to onboard and off-board tenants, users, and models, assign quotas to different tenants, and authentication and authorization microservices. API Gateway is serverless and hence automatically scales with traffic. The component groups are as follows.

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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. DynamoDB Tables and Aurora Serverless Databases).

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Dzone - DevOps

FEBRUARY 11, 2025

Among the many advancements in cloud technologies, serverless architectures stand out as a transformative approach. Ease-of-use and efficiency are the two most desirable properties for modern application development, and serverless architectures offer these.

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AWS Machine Learning - AI

APRIL 9, 2025

For example, a marketing content creation application might need to perform task types such as text generation, text summarization, sentiment analysis, and information extraction as part of producing high-quality, personalized content. An example is a virtual assistant for enterprise business operations.

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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.

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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.

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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?

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AWS Machine Learning - AI

MARCH 14, 2025

For example, your agent could take screenshots, create and edit text files, and run built-in Linux commands. Invoke the agent with a user query that requires computer use tools, for example, What is Amazon Bedrock, can you search the web? The following diagram illustrates the solution architecture.

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TechCrunch

OCTOBER 4, 2021

IaC can be used for any type of cloud workload or architecture, but it is a necessity for anyone building on the modern cloud. This is especially true for modern cloud architectures such as serverless applications, containerized applications running Kubernetes, AI/ML and more. The only way to manage this complexity is with IaC.

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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.

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Xebia

APRIL 16, 2025

I summarized my key takeaways that can help you improve your serverless architectures. From Lambda-lith to Step Function A common anti-pattern in serverless architecture is creating a “Lambda-lith” – a monolithic Lambda function that handles too many responsibilities.

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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. Key architectural decisions drive both performance and cost optimization.

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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.

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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. Image Credits: Venrock. 20 years ago, you had one option: A relational database. We now have different systems for fast reads and fast writes.

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Dzone - DevOps

MAY 1, 2023

With the growth of the application modernization demands, monolithic applications were refactored to cloud-native microservices and serverless functions with lighter, faster, and smaller application portfolios for the past years.

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AWS Machine Learning - AI

MARCH 13, 2025

For example, MaestroQA offers sentiment analysis for customers to identify the sentiment of their end customer during the support interaction, enabling MaestroQAs customers to sort their interactions and manually inspect the best or worst interactions. For example, Can I speak to your manager?

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AWS Machine Learning - AI

OCTOBER 29, 2024

Through code examples and step-by-step guidance, we demonstrate how you can seamlessly integrate this solution into your Amazon Bedrock application, unlocking a new level of visibility, control, and continual improvement for your generative AI applications. However, some components may incur additional usage-based costs.

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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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Dzone - DevOps

JUNE 5, 2023

In modern architecture, most of the system has some component of Asynchronous computing. Popular Examples of such applications are Video Streaming Services, where you stream the packet of data and then render it on client applications, Popular messaging applications, or any of the collaboration tools. What Is Event-Driven Architecture?

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AWS Machine Learning - AI

NOVEMBER 22, 2023

SageMaker JumpStart is ideally suited for generative AI use cases for FinServ customers because it offers the following: Customization capabilities – SageMaker JumpStart provides example notebooks and detailed posts for step-by-step guidance on domain adaptation of foundation models. An OpenSearch Serverless collection.

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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.

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AWS Machine Learning - AI

APRIL 29, 2025

As an example, the OWASP Top 10 for LLMs can serve as a comprehensive framework for identifying and addressing critical AI vulnerabilities. For example, you can specify input features such as gender or age, and SageMaker Clarify will run an analysis job to detect imbalances in those features.

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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?

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AWS Machine Learning - AI

DECEMBER 4, 2024

The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE. Solution architecture The architecture in the preceding figure shows how Amazon Bedrock IDE orchestrates the data flow. Select OpenSearch Serverless as your vector store. Keep the default parsing settings.

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AWS Machine Learning - AI

DECEMBER 11, 2024

The following screenshot shows an example of an interaction with Field Advisor. For example, an account manager can upload a document representing their customers account plan, and use the assistant to help identify new opportunities with the customer.

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Palo Alto Networks

OCTOBER 22, 2024

According to the Unit 42 Cloud Threat Report : The rate of cloud migration shows no sign of slowing down—from $370 billion in 2021, with predictions to reach $830 billion in 2025—with many cloud-native applications and architectures already having had time to mature.

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