AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. A modular architecture, where each module can intake model inference data and produce its own metrics, is necessary.

Artificial Inteligence 136

Artificial Inteligence AWS Lambda Metrics 136

Xebia

JANUARY 3, 2023

This talk was about how you can create event-driven architectures. I am a fan of event-driven architectures. Because you do not need to invoke a Lambda function to handle the request. The response to the user is faster and you do not need to pay for the Lambda invocation.

Lambda 130

Lambda Serverless IoT AWS 130

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.

Serverless 106

Serverless Architecture Applications Cloud 106

AWS Machine Learning - AI

JULY 3, 2024

They often find themselves struggling with language barriers when it comes to setting up reminders for events like business gatherings and customer meetings. The steps could be AWS Lambda functions that generate prompts, parse foundation models’ output, or send email reminders using Amazon SES. Generate an action plan list for events.

AWS 136

AWS Artificial Inteligence Generative AI Lambda 136

AWS Machine Learning - AI

MAY 17, 2024

The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. The event starts an AWS Step Functions workflow. If the LLM generated response is found to be non-toxic, publish NEW_REVIEW_RESPONSE_CREATED event.

Generative AI 134

Generative AI Artificial Inteligence Systems Review Software Review 134

AWS Machine Learning - AI

APRIL 18, 2024

With Amazon Bedrock, teams can input high-level architectural descriptions and use generative AI to generate a baseline configuration of Terraform scripts. AWS Landing Zone architecture in the context of cloud migration AWS Landing Zone can help you set up a secure, multi-account AWS environment based on AWS best practices.

AWS 126

AWS Applications Lambda Knowledge Base 126

AWS Machine Learning - AI

AUGUST 13, 2024

Solution overview To provide a high-level understanding of how the solution works before diving deeper into the specific elements and the services used, we discuss the architectural steps required to build our solution on AWS. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 128

Healthcare Artificial Inteligence Analysis Lambda 128

Xebia

SEPTEMBER 24, 2024

designed to help you monitor and respond to security events for your workload and infra. Detecting Suspicious Activity To effectively monitor the AWS environment, we can leverage CloudTrail events. Event rule target is Lambda function, that extract details from corresponding event.

AWS 130

AWS Lambda Firewall Policies 130

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 27, 2024

Custom orchestrator overview Implemented by users as an AWS Lambda function, the Amazon Bedrock Agents custom orchestrator offers granular control over task planning, completion, and verification. After the workflow reaches completion, the orchestrator signals it using the FINISH action event.

Lambda 108

Lambda Generative AI AWS Knowledge Base 108

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A user sends a question (NLQ) as a JSON event.

AWS 126

AWS Lambda Performance Artificial Inteligence 126

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.

Lambda 61

Lambda Serverless AWS Architecture 61

TechCrunch

MAY 3, 2022

Edge Delta aims its tools at DevOps, site-reliability engineers and security teams — groups that focus on analyzing logs, metrics, events, traces and other large data troves, often in real time, to do their work.

Data 192

Data Artificial Inteligence Lambda Analytics 192

Apiumhub

NOVEMBER 12, 2018

Lambda world Cádiz , one of the most important conferences on functional programming in Europe, took place in Cádiz on October 25 and 26. Lambda World started with an unconference where several people gave lightning talks. Lambda World unconference . Lambda World workshops. The workshops were of a high level!

Lambda 62

Lambda Architecture Programming Weak Development Team 62

Blue Sentry

OCTOBER 4, 2023

AWS Event-Driven Architecture Overview Hi, I’m Todd Bernson – CTO at Blue Sentry Cloud and an AWS Ambassador with 12 AWS certifications. In this installment, I’ll be breaking down another common Cloud-native application architecture. AWS provides serverless compute in the form of AWS Lambda.

AWS 52

AWS Architecture Lambda Cloud 52

AWS Machine Learning - AI

FEBRUARY 11, 2025

Solution overview The following architecture diagram represents the high-level design of a solution proven effective in production environments for AWS Support Engineering. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 92

Knowledge Base Lambda Enterprise AWS 92

Stackery

MAY 14, 2020

If you want to prime your mind for all the fantastic content coming up at AWS Summit Chicago, be sure to attend this hands-on workshop hosted by Stackery, Epsagon, and AWS the day before the event kicks off! Scalable Serverless Architectures Using Event-Driven Design. Register for free here.

AWS 105

AWS Serverless Lambda Microservices 105

AWS Machine Learning - AI

AUGUST 21, 2024

The following reference architecture illustrates what an automated review analysis solution could look like. The architecture carries out the following steps: Customer reviews can be imported into an Amazon Simple Storage Service (Amazon S3) bucket as JSON objects. Review Lambda quotas and function timeout to create batches.

Technical Review 123

Technical Review Software Review Systems Review Generative AI 123

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. Solution overview The following diagram illustrates the solution architecture.

Lambda 126

Lambda AWS Generative AI Resources 126

AWS Machine Learning - AI

OCTOBER 29, 2024

We walk through the key components and services needed to build the end-to-end architecture, offering example code snippets and explanations for each critical element that help achieve the core functionality. You can invoke Lambda functions from over 200 AWS services and software-as-a-service (SaaS) applications.

Generative AI 108

Generative AI Video Engineering Artificial Inteligence 108

Xebia

APRIL 20, 2023

The magic happens through a combination of Serverless, user input, a CloudFront distribution, a Lambda function, and the OpenAI API. The Lambda function is a Python script that incorporates the Xebia mission, vision, and values, as well as each leader’s personality and speaking style. provider: name: aws runtime: python3.9

Artificial Inteligence 130

Artificial Inteligence Artificial Intelligence Leadership Lambda 130

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 52

Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

FEBRUARY 9, 2024

API gateways can provide loose coupling between model consumers and the model endpoint service, and flexibility to adapt to changing model, architectures, and invocation methods. In this post, we show you how to build an internal SaaS layer to access foundation models with Amazon Bedrock in a multi-tenant (team) architecture.

Lambda 144

Lambda Generative AI AWS Microservices 144

AWS Machine Learning - AI

FEBRUARY 19, 2024

The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. Internally, Amazon Bedrock uses embeddings stored in a vector database to augment user query context at runtime and enable a managed RAG architecture solution. Navigate to the lambdalayer folder.

Knowledge Base 125

Knowledge Base Artificial Inteligence Applications Lambda 125

AWS Machine Learning - AI

NOVEMBER 26, 2024

In this architecture, examples of cache miss and hit are shown in red and green, respectively. The Lambda function, acting as the cache manager, prompts an LLM for a new generation due to a lack of cache hits given the similarity threshold. Set up a test event as illustrated in the following screenshot. Default is 1000.

Artificial Inteligence 120

Artificial Inteligence Serverless Lambda Generative AI 120

Mike Roberts

NOVEMBER 1, 2017

Error Handling This is Part 7 of Learning Lambda, a tutorial series about engineering using AWS Lambda. Welcome to Part 7 of Learning Lambda! Classes of error When using AWS Lambda there are several different classes of error that can occur. To see the other articles in this series please visit the series home page.

Lambda 52

Lambda Software Review AWS Metrics 52

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

Lambda 52

Lambda AWS Data Serverless 52

AWS Machine Learning - AI

MAY 14, 2024

We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic. The following diagram illustrates the solution architecture and workflow. Pre-annotation Lambda function The process starts with an AWS Lambda function. Here, we use the on-demand option.

Generative AI 116

Generative AI Artificial Inteligence AWS Applications 116

CIO

OCTOBER 18, 2023

Putting data to work to improve health outcomes “Predicting IDH in hemodialysis patients is challenging due to the numerous patient- and treatment-related factors that affect IDH risk,” says Pete Waguespack, director of data and analytics architecture and engineering for Fresenius Medical Care North America.

Artificial Inteligence 200

Artificial Inteligence Analytics Machine Learning Artificial Intelligence 200

Mike Roberts

NOVEMBER 14, 2017

Cold Starts This is Part 8 of Learning Lambda, a tutorial series about engineering using AWS Lambda. In this installment of Learning Lambda I discuss Cold Starts. In this installment of Learning Lambda I discuss Cold Starts. Way back in Part 3 I talked about the lifecycle of a Lambda function.

Lambda 52

Lambda Software Review AWS Systems Review 52

Aqua Security

JANUARY 30, 2020

With serverless functions architecture gaining in popularity, it is also becoming clear that the architecture is not without its security drawbacks. Overly permissive permissions, vulnerability in the functions’ code, and embedded secrets could all be exploited.

Lambda 16

Lambda Serverless AWS Architecture 16

Dzone - DevOps

MAY 1, 2023

This was not only about rewriting applications, but the backend data stores were also redesigned in terms of dynamic scalability , high performance, and flexibility for event-driven architecture.

Serverless 94

Serverless Lambda Data AWS 94

The Crazy Programmer

AUGUST 26, 2019

It uses Microsoft’s TypeScript language which has many advantages like type declarations, type checking, object-oriented features and the benefits of ES6 like iterators and lambdas. In this, we use round braces “( )” for event binding and square brackets “[ ]” for property binding. The thing i.e It is a framework. It is a library.

MVC 66

MVC Lambda Mobile Architecture 66

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. AWS Lambda.

Serverless 68

Serverless Azure AWS Architecture 68

Xebia

OCTOBER 23, 2024

Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components. We will also see how this new method can overcome most of the disadvantages we identified with the previous approach. Without further ado, let’s get into the business!

AWS 130

AWS Network Software Review Lambda 130

Xebia

JANUARY 19, 2023

The data engineer is also expected to create agile data architectures that evolve as new trends emerge. Building architectures that optimize performance and cost at a high level is no longer enough. Principles of a good Data Architecture Successful data engineering is built upon rock-solid architecture.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

NOVEMBER 18, 2024

It exposes an API endpoint through Amazon API Gateway that proxies the initial prompt request to a Python-based AWS Lambda function, which calls Amazon Bedrock twice. The following diagram illustrates the flow of events. The prompt and parameters are passed to Amazon Bedrock using an inference API called by the Lambda function.

Lambda 104

Lambda AWS Generative AI Artificial Inteligence 104