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 122

Generative AI Lambda Applications AWS 122

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

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.

Serverless 94

Serverless Lambda Data AWS 94

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. Review and prepare the dataset.

Serverless 128

Serverless Artificial Inteligence Engineering Generative AI 128

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 114

Serverless AWS Artificial Inteligence Big Data 114

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. You don’t have to manage servers to run apps, storage systems, or databases at any scale.

Serverless 75

Serverless Lambda Architecture AWS 75

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 101

Knowledge Base Generative AI Technical Review Lambda 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 109

Generative AI Video Analysis Technical Review 109

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

Stackery

MAY 22, 2019

With Serverless, it’s not the technology that’s hard, it’s understanding the language of a new culture and operational model. Serverless architecture has coined some new terms and, more confusingly, re-used a few older terms with new meanings. This glossary will clarify some of them. Cloudside Development.

Serverless 74

Serverless Lambda AWS Resources 74

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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Serverless Azure AWS Architecture 68

AWS Machine Learning - AI

NOVEMBER 6, 2024

Data source curation and authorization – The CCoE team created several Amazon Simple Storage Service (Amazon S3) buckets to store their curated content, including cloud governance best practices, patterns, and guidance. They set up a general bucket for all users and specific buckets tailored to each business unit’s needs.

Generative AI 108

Generative AI Government Technical Review Innovation 108

Perficient

MARCH 27, 2025

The goal is to deploy a highly available, scalable, and secure architecture with: Compute: EC2 instances with Auto Scaling and an Elastic Load Balancer. Storage: S3 for static content and RDS for a managed database. In this architecture, Pulumi interacts with AWS to deploy multiple services. Components in the architecture.

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AWS Infrastructure Lambda Load Balancer 52

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.

Artificial Inteligence 120

Artificial Inteligence Serverless Engineering Machine Learning 120

Stackery

SEPTEMBER 3, 2019

That’s right, while you were avoiding the back-to-school rush at Office Depot, cutting the crusts off PB&Js, and taking the layers out of mothballs (confession: I have never seen let alone used a single mothball), Serverless Summer School began winding down and is now over for the season. SSS: Serverless Confidence, AWS Proficiency.

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Serverless AWS Lambda Part-Time VPE 71

Stackery

MAY 29, 2019

If you’ve built a serverless application or two, you’re probably familiar with the benefits of serverless architecture. You take advantage of already built, managed cloud services to handle standard application requirements like authentication, storage, compute, API gateways, and a long list of other infrastructure needs.

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Serverless Lambda Development AWS 71

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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Serverless Artificial Inteligence AWS Software Review 87

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.

Generative AI 123

Generative AI Virtualization Technical Advisors AWS 123

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.

Architecture 41

Architecture Applications UI/UX Storage 41

CIO

NOVEMBER 2, 2023

After being in cloud and leveraging it better, we are able to manage compute and storage better ourselves,” said the CIO, who notes that vendors are not cutting costs on licenses or capacity but are offering more guidance and tools. He went with cloud provider Wasabi for those storage needs. “We

Strategy 211

Strategy Cloud Data Center Budget 211

O'Reilly Media - Ideas

JANUARY 14, 2020

Get a basic understanding of serverless, then go deeper with recommended resources. Serverless is a trend in computing that decouples the execution of code, such as in web applications, from the need to maintain servers to run that code. Serverless also offers an innovative billing model and easier scalability.

Serverless 57

Serverless Lambda AWS Architecture 57

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.

Generative AI 110

Generative AI Applications AWS Knowledge Base 110

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.

Lambda 144

Lambda Generative AI AWS Microservices 144

AWS Machine Learning - AI

DECEMBER 11, 2024

When Amazon Q Business became generally available in April 2024, we quickly saw an opportunity to simplify our architecture, because the service was designed to meet the needs of our use caseto provide a conversational assistant that could tap into our vast (sales) domain-specific knowledge bases.

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AWS Generative AI Technical Review Artificial Inteligence 101

O'Reilly Media - Ideas

MAY 19, 2020

Interestingly, multi-cloud, or the use of multiple cloud computing and storage services in a single homogeneous network architecture, had the fewest users (24% of the respondents). First, our survey didn’t ask respondents if they (or their organizations) have adopted microservices architecture. Serverless Stagnant.

Cloud 144

Cloud Microservices Serverless Survey 144

Altexsoft

JANUARY 14, 2021

From simple mechanisms for holding data like punch cards and paper tapes to real-time data processing systems like Hadoop, data storage systems have come a long way to become what they are now. We’ll review all the important aspects of their architecture, deployment, and performance so you can make an informed decision. Is it still so?

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Backup Azure Software Review Architecture 115

AWS Machine Learning - AI

MARCH 7, 2025

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. Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. The following diagram illustrates the solution architecture.

Generative AI 76

Generative AI Technical Review Insurance Policies 76

Confluent

FEBRUARY 13, 2019

Part 1 of this series discussed why you need to embrace event-first thinking, while this article builds a rationale for different styles of event-driven architectures and compares and contrasts scaling, persistence and runtime models. In this way, we don’t think about solution architecture in just one dimension. Data evolution.

Architecture 92

Architecture Programming Microservices Serverless 92

Cloudera

SEPTEMBER 30, 2022

With DFF, users now have the choice of deploying NiFi flows not only as long-running auto scaling Kubernetes clusters but also as functions on cloud providers’ serverless compute services including AWS Lambda, Azure Functions, and Google Cloud Functions. automate the handling of support tickets in a call center).

Serverless 73

Serverless Microservices Lambda IoT 73

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. What makes AWS Lambda, the most sought after serverless framework ? You may ask.

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Lambda Serverless AWS Architecture 61

AWS Machine Learning - AI

AUGUST 13, 2024

Amazon Bedrock offers a serverless experience, so you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using the AWS tools without having to manage the infrastructure. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 130

Healthcare Artificial Inteligence Analysis Lambda 130

CIO

OCTOBER 19, 2023

Enterprises can harness the power of continuous information flow by lessening the gap between traditional architecture and dynamic data streams. It is difficult to scale storage and process infrastructure to manage the sheer increase in the volume. The complexity doesn’t end here.

Data 190

Data Scalability Serverless Enterprise 190

CIO

DECEMBER 22, 2023

Skills: Skills for this role include knowledge of application architecture, automation, ITSM, governance, security, and leadership. With 65% of IT decision-makers choosing cloud-based services by default when upgrading technology, cloud architects will only become more important for enterprise success.

Cloud 195

Cloud Company Disaster Recovery Software Engineering 195

AWS Machine Learning - AI

APRIL 23, 2024

However, to unlock the long-term success and viability of these AI-powered solutions, it is crucial to align them with well-established architectural principles. After you create a knowledge base, you need to create a data source from the Amazon Simple Storage Service (Amazon S3) bucket containing the files for your knowledge base.

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Knowledge Base Scalability Applications Generative AI 126

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? Look at all these responses! Are Lambdas like containers?

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Serverless Lambda AWS Software Review 53

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.

Serverless 59

Serverless Lambda Development Microservices 59

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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Serverless Lambda Policies AWS 58