AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. The following diagram illustrates the architecture of the application.

Generative AI 123

Generative AI AWS Lambda Authentication 123

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 85

Knowledge Base Lambda Enterprise AWS 85

AWS Machine Learning - AI

APRIL 1, 2025

Accelerate building on AWS What if your AI assistant could instantly access deep AWS knowledge, understanding every AWS service, best practice, and architectural pattern? Lets create an architecture that uses Amazon Bedrock Agents with a custom action group to call your internal API. Transform how you build on AWS today.

AWS 116

AWS Software Review Knowledge Base Artificial Inteligence 116

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. The AI engine accesses this resource to pull relevant information needed to effectively address customer inquiries. Deploy the AWS CDK project to provision the required resources in your AWS account.

Knowledge Base 92

Knowledge Base Generative AI Technical Review Lambda 92

AWS Machine Learning - AI

FEBRUARY 11, 2025

Additionally, we use various AWS services, including AWS Amplify for hosting the front end, AWS Lambda functions for handling request logic, Amazon Cognito for user authentication, and AWS Identity and Access Management (IAM) for controlling access to the agent. The function uses a geocoding service or database to perform this lookup.

Virtualization 79

Virtualization Lambda AWS Authentication 79

AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. Then the user interacts with the chat application using natural language.

Generative AI 101

Generative AI Systems Review System Lambda 101

AWS Machine Learning - AI

JANUARY 13, 2025

Time-consuming and resource-intensive The process required dedicating significant time and resources to review the submissions manually and follow up with institutions to request additional information if needed to rectify the submissions, resulting in slowing down the overall review process.

Education 95

Education Report Technical Review Generative AI 95

Dzone - DevOps

MARCH 17, 2023

Fargate vs. Lambda has recently been a trending topic in the serverless space. Fargate and Lambda are two popular serverless computing options available within the AWS ecosystem. While both tools offer serverless computing, they differ regarding use cases, operational boundaries, runtime resource allocations, price, and performance.

Lambda 98

Lambda Serverless AWS Microservices 98

AWS Machine Learning - AI

OCTOBER 29, 2024

Solution deployment This solution includes an AWS CloudFormation template that streamlines the deployment of required AWS resources, providing consistent and repeatable deployments across environments. Multiple programming language support – The GitHub repository provides the observability solution in both Python and Node.js

Generative AI 103

Generative AI Applications AWS Knowledge Base 103

AWS Machine Learning - AI

MARCH 18, 2025

The solution offers the following potential benefits: Efficiency By automating the initial protocol design process, researchers can save valuable time and resources, allowing them to focus on more critical aspects of clinical trial execution. Solution overview The following diagram illustrates the solution architecture.

Artificial Inteligence 103

Artificial Inteligence Technical Review Healthcare Systems Review 103

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 Microservices 93

AWS Machine Learning - AI

APRIL 9, 2025

Such a virtual assistant should support users across various business functions, such as finance, legal, human resources, and operations. This architecture workflow includes the following steps: A user submits a question through a web or mobile application. The architecture of this system is illustrated in the following figure.

Generative AI 64

Generative AI 64

AWS Machine Learning - AI

NOVEMBER 21, 2024

The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications.

Video 86

Video Lambda AWS Generative AI 86

AWS Machine Learning - AI

FEBRUARY 25, 2025

Troubleshooting infrastructure as code (IaC) errors often consumes valuable time and resources. Solution overview Before we dive into the deployment process, lets walk through the key steps of the architecture as illustrated in the following figure. This contextual information is then sent back to the first Lambda function.

Lambda 63

Lambda Generative AI AWS Software Review 63

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

APRIL 18, 2024

Migrating to the cloud is an essential step for modern organizations aiming to capitalize on the flexibility and scale of cloud resources. With Amazon Bedrock, teams can input high-level architectural descriptions and use generative AI to generate a baseline configuration of Terraform scripts.

AWS 123

AWS Applications Lambda Knowledge Base 123

AWS Machine Learning - AI

JULY 11, 2024

This solution shows how Amazon Bedrock agents can be configured to accept cloud architecture diagrams, automatically analyze them, and generate Terraform or AWS CloudFormation templates. Solution overview Before we explore the deployment process, let’s walk through the key steps of the architecture as illustrated in Figure 1.

Software Review 128

Software Review Infrastructure Lambda Generative AI 128

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 107

Serverless Architecture Applications Cloud 107

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 Lambda function with business logic invokes the primary Lambda function.

AWS 124

AWS Lambda Performance Artificial Inteligence 124

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. There's no idle capacity because billing is based on the actual amount of resources consumed by an application.

Serverless 94

Serverless Architecture AWS Lambda 94

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 140

Lambda Generative AI AWS Microservices 140

AWS Machine Learning - AI

MARCH 15, 2024

In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda. Solution overview The following diagram illustrates our solution architecture. This can be done with a Lambda layer or by using a specific AMI with the required libraries. awscli>=1.29.57

Generative AI 136

Generative AI Lambda AWS Artificial Inteligence 136

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 124

Lambda AWS Generative AI Resources 124

AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow invokes a Lambda function to generate a status report. height – The height of the image in pixels.

AWS 134

AWS Lambda Generative AI Report 134

O'Reilly Media - Ideas

DECEMBER 21, 2018

Our most-used AWS resources will help you stay on track in your journey to learn and apply AWS. We dove into the data on our online learning platform to identify the most-used Amazon Web Services (AWS) resources. Continue reading 10 top AWS resources on O’Reilly’s online learning platform.

AWS 69

AWS Resources Lambda Serverless 69

TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more. The company works with big companies that need to handle large amounts of data, typically across hybrid environments across containers and clouds, in real time.

Data 192

Data Artificial Inteligence Lambda Analytics 192

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. zip or jar.

Lambda 61

Lambda Serverless AWS Architecture 61

AWS Machine Learning - AI

FEBRUARY 6, 2024

The following diagram illustrates the solution architecture. Amazon SQS enables a fault-tolerant decoupled architecture. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue.

Generative AI 122

Generative AI AWS Lambda Technical Review 122

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 Intelligence 130

Artificial Intelligence Artificial Inteligence Leadership Lambda 130

AWS Machine Learning - AI

JULY 3, 2024

The steps could be AWS Lambda functions that generate prompts, parse foundation models’ output, or send email reminders using Amazon SES. Overview of solution Figure 1: Solution architecture As shown in Figure 1, the workflow starts from the Amazon API Gateway , then goes through different steps in the Step Functions state machine.

AWS 132

AWS Artificial Inteligence Generative AI Lambda 132

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. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 52

Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

FEBRUARY 8, 2024

This significantly reduces the burden on human resources and allows employees to focus on more strategic and creative tasks. The code and resources required for deployment are available in the amazon-bedrock-examples repository. The following diagram illustrates the solution architecture.

Knowledge Base 136

Knowledge Base Insurance Lambda AWS 136

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. Focus on business needs.

Serverless 68

Serverless Azure AWS Architecture 68

AWS Machine Learning - AI

AUGUST 21, 2024

The process is often resource intensive, requiring a significant amount of time and human effort while still being prone to human errors and delays in identifying key insights, recurring themes, and improvement opportunities. The following reference architecture illustrates what an automated review analysis solution could look like.

Technical Review 122

Technical Review Software Review Systems Review Generative AI 122

Xebia

SEPTEMBER 24, 2024

Below architecture explains how we can monitor these services Event Flow : I have created EventRule that gets triggered as soon as if any one of the Security services get deactivated/disabled/deleted. Event rule target is Lambda function, that extract details from corresponding event. This will help us in investigation.

AWS 130

AWS Lambda Firewall Policies 130

Erik Bernhardsson

NOVEMBER 30, 2021

This isn't exactly a new idea—Heroku launched in 2007, and AWS Lambda in 2014. Resource utilization in the cloud will be much better, and engineers will spend an order of magnitude less time thinking about resource allocation and provisioning. Transactional databases is another very exciting area.

Cloud 351

Cloud AWS Weak Development Team Serverless 351

Sunflower Lab

APRIL 12, 2018

Benefits of microservices architecture and business value it delivers to organizations planning to embrace enterprise agility through automated processes. The microservice architecture helps to reduce development complexity. There are several other benefits of using microservices architecture. Architecture is goal-oriented.

Microservices 68

Microservices Architecture Lambda AWS 68