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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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

OCTOBER 11, 2024

However, managing cloud operational events presents significant challenges, particularly in complex organizational structures. 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.

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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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AWS Machine Learning - AI

APRIL 9, 2025

However, this method presents trade-offs. However, it also presents some trade-offs. With the Amazon Bedrock serverless experience, 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. 70B and 8B.

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AWS Machine Learning - AI

OCTOBER 29, 2024

This post presents a solution where you can upload a recording of your meeting (a feature available in most modern digital communication services such as Amazon Chime ) to a centralized video insights and summarization engine. Solution overview The following diagram illustrates the pipeline for the video insights and summarization engine.

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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.

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Stackery

MARCH 26, 2019

Since there isn’t a dedicated serverless track, we built one for you. 2) Tell your boss and architects to grab a box lunch before the noon session and then put these two sessions on their calendars: These talks will let you understand the serverless landscape and engineer apps that work at scale. You’re not alone. Only time will tell!

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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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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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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 12, 2022

Full integration with AWS, third-party marketplace, serverless options. Supports larger data management architecture; modular options available. SageMaker is a full-service platform with data preparation tools such as the Data Wrangler, a nice presentation layer built out of Jupyter notebooks, and an automated option called Autopilot.

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AWS Machine Learning - AI

NOVEMBER 22, 2023

In this post, we explore building a contextual chatbot for financial services organizations using a RAG architecture with the Llama 2 foundation model and the Hugging Face GPTJ-6B-FP16 embeddings model, both available in SageMaker JumpStart. An OpenSearch Serverless collection. Store the document embedding in OpenSearch Serverless.

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Stackery

NOVEMBER 21, 2019

This is my time to give back to the types of users who have inspired me ever since I entered the serverless space. The last few months have been a whirlwind, culminating in being named an AWS Serverless Hero. One such conference I attended and spoke at was Serverless Architecture Conference 2019 in Berlin, Germany.

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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.

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Perficient

APRIL 22, 2025

Ive been lucky to work on modern data teams where weve adopted CI/CD pipelines and scalable architectures. As a speaker, Im honored to be presenting on serverless engineering in todays cloud-first world. “Im especially interested in the intersection of data engineering and AI.

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Stackery

APRIL 15, 2020

Part of that involves shifting our approach to the monthly PDX Serverless Architecture meetups we typically host at the our office in downtown Portland. Our first virtual presenter for the meetup (April 21 starting at 6 PM PDT) is Andy Barnes, Software Engineer, and UX specialist. What is your background with serverless? .

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Stackery

OCTOBER 14, 2019

re:Invent is more than a month away but there have already been some great guides for the event, and many of them focus on serverless. The Power of Serverless for Transforming Careers and Communities. Build observability into a serverless application SVS215-R. Leadership session: Containers and Serverless CON213-L.

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AWS Machine Learning - AI

OCTOBER 15, 2024

Public speaking is a critical skill in today’s world, whether it’s for professional presentations, academic settings, or personal growth. Using LLMs trained on extensive data, Amazon Bedrock generates curated speech outputs to enhance the presentation delivery. The following diagram shows our solution architecture.

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AWS Machine Learning - AI

MARCH 7, 2025

The Mozart application rapidly compares policy documents and presents comprehensive change details, such as descriptions, locations, excerpts, in a tracked change format. 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.

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AWS Machine Learning - AI

APRIL 29, 2025

At Data Reply and AWS, we are committed to helping organizations embrace the transformative opportunities generative AI presents, while fostering the safe, responsible, and trustworthy development of AI systems. The following diagram illustrates the solution architecture.

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AWS Machine Learning - AI

APRIL 22, 2025

Seamless live stream acquisition The solution begins with an IP-enabled camera capturing the live event feed, as shown in the following section of the architecture diagram. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

Chatbots also offer valuable data-driven insights into customer behavior while scaling effortlessly as the user base grows; therefore, they present a cost-effective solution for engaging customers. The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses.

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Altexsoft

JULY 25, 2019

All these issues are addressed in the web application’s architecture. We’ll cover the basic concepts of any modern web application and explain how the architecture patterns may differ depending on the application you’re building. What is Web Application Architecture? Web application architecture following the three-tier pattern.

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Stackery

JULY 1, 2020

Information security & serverless applications. Relational databases like Aurora Serverless are an example of this. Sometimes the right architecture for an application involves managed services that predate modern infosec practices. Information security (infosec) is a broad field. Relational databases.

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Xicom

MARCH 16, 2021

Nowadays, the cliche “serverless architecture” is the latest addition in the technology wordbook, prevailing following the launch of AWS (Amazon Web Services) Lambada in 2014. While the gospel truth is serverless, architecture proffers the promise of writing codes without any ongoing server administration apprehension.

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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. License agreements are a critical decision factor when using open-weights models.

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Stackery

SEPTEMBER 30, 2019

Autumn in the Big Apple with a ton of serverless enthusiasts? If you have tickets to attend ServerlessConf, then you’re already pumped to hear about the creativity and focus serverless architecture unlocks for the presenters and attendees alike! Leveling Up in Serverless. Running a Serverless Insurance Company.

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Stackery

FEBRUARY 26, 2020

I wanted to share a fantastic talk from a recent Portland Serverless Architecture Meetup on AWS CloudFormation , how to get started, and how Stackery can help. Team Stackery has been hosting the PDX Serverless Architecture meetup at our Portland office since June of 2018, although the meetup began the year before.

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AWS Machine Learning - AI

APRIL 30, 2025

Because Amazon Bedrock is serverless, you dont have to manage infrastructure to securely integrate and deploy generative AI capabilities into your application, handle spiky traffic patterns, and enable new features like cross-Region inference, which helps provide scalability and reliability across AWS Regions.

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CloudSphere

APRIL 16, 2025

However, this transition often presents significant challenges, particularly when it comes to understanding the complete picture of existing application environments. In today’s rapidly evolving IT landscape, organizations face mounting pressure to migrate their data centers to the cloud.

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Stackery

FEBRUARY 28, 2019

Security is Less of a Problem with Serverless but Still Critical. It might seem like a serverless function just isn’t vulnerable to code injection. With interdependence between serverless resources, user input can come from unexpected angles. At first I wanted to describe how injection attacks can happen.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. Being serverless, it allows secure integration and deployment of generative AI capabilities without managing infrastructure. These features are presented in a web UI that was designed as a one-stop solution for our users.

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Stackery

FEBRUARY 11, 2019

Serverless has, for the last year or so, felt like an easy term to define: code run in a highly managed environment with (almost) no configuration of the underlying computer layer done by your team. Fair enough, but what is is a serverless application? Review: What’s a Lambda?

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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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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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AWS Machine Learning - AI

JUNE 26, 2024

In this post, an AI-powered assistant for investment research can use both structured and unstructured data for providing context to the LLM using a Retrieval Augmented Generation (RAG) architecture, as illustrated in the following diagram. The following diagram illustrates the technical architecture.

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