AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. 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.

Generative AI 106

Generative AI AWS Enterprise Artificial Inteligence 106

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. Give the project a name (for example, crm-agent ).

Generative AI 101

Generative AI Systems Review System Lambda 101

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

Xebia

OCTOBER 25, 2024

Plus, when you have a practical example, it’s also easier to explain to my wife and friends. This allows you to use a Lambda function to use business logic to decide whether the call can be performed. Conclusion Real-world examples help illustrate our options for serverless technology. But some steps can be automated!

Serverless 130

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AWS Machine Learning - AI

JANUARY 13, 2025

The architecture seamlessly integrates multiple AWS services with Amazon Bedrock, allowing for efficient data extraction and comparison. The following diagram illustrates the solution architecture. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 95

Education Report Technical Review Generative AI 95

Dzone - DevOps

JUNE 21, 2024

Navigating toward a cloud-native architecture can be both exciting and challenging. In this article, I wanted to focus on an example where my project seemed like a perfect serverless use case, one where I’d leverage AWS Lambda. The expectation of learning valuable lessons should always be top of mind as design becomes a reality.

Lambda 98

Lambda Serverless AWS Architecture 98

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. The following diagram provides a detailed view of the architecture to enhance email support using generative AI. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 92

Knowledge Base Generative AI Technical Review Lambda 92

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. versions, catering to different programming preferences.

Generative AI 103

Generative AI Applications AWS Knowledge Base 103

AWS Machine Learning - AI

NOVEMBER 1, 2024

For example, the claims processing team established an application inference profile with tags such as dept:claims , team:automation , and app:claims_chatbot. The architecture in the preceding figure illustrates two methods for dynamically retrieving inference profile ARNs based on tags.

Generative AI 132

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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 13, 2025

For example: Input: Fruit by the Foot Starburst Output: color -> multi-colored, material -> candy, category -> snacks, product_line -> Fruit by the Foot, GoDaddy used an out-of-the-box Meta Llama 2 model to generate the product categories for six million products where a product is identified by an SKU.

Artificial Inteligence 96

Artificial Inteligence Systems Review System Generative AI 96

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.

Cloud 93

Cloud AWS Serverless Microservices 93

AWS Machine Learning - AI

NOVEMBER 21, 2024

For example, in speech generation, an unnatural pause might last only a fraction of a second, but its impact on perceived quality is significant. The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 86

Video Lambda AWS Generative AI 86

AWS Machine Learning - AI

FEBRUARY 25, 2025

The solution is flexible and can be adapted for similar use cases beyond these examples. Although we focus on Terraform Cloud workspaces in this example, the same principles apply to GitLab CI/CD pipelines or other continuous integration and delivery (CI/CD) approaches executing IaC code.

Lambda 63

Lambda Generative AI AWS Software Review 63

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

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AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location.

Artificial Inteligence 104

Artificial Inteligence Generative AI Travel AWS 104

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. 70B and 8B.

Generative AI 54

Generative AI 54

AWS Machine Learning - AI

MARCH 18, 2025

Solution overview The following diagram illustrates the solution architecture. These samples serve as representative examples, simulating site interviews conducted by researchers at clinical trial sites with patient participants. Copying these sample files will trigger an S3 event invoking the AWS Lambda function audio-to-text.

Artificial Inteligence 103

Artificial Inteligence Technical Review Healthcare Systems Review 103

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 123

AWS Applications Lambda Knowledge Base 123

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 129

Artificial Inteligence AWS Lambda Metrics 129

LaunchDarkly

JUNE 5, 2019

Not only did TrueCar need to move their domain DNS entries, they also needed to revamp their entire architecture, software, and operational practices. To complicate issues, the legacy codebase and architecture had to remain in place while TrueCar built out a new platform for the transition.

Lambda 72

Lambda AWS Software Engineering Engineering 72

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

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. This is very useful for fire and forget patterns.

Lambda 130

Lambda Serverless IoT AWS 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

FEBRUARY 9, 2024

For example, they may need to track the usage of FMs across teams, chargeback costs and provide visibility to the relevant cost center in the LOB. For example, if only specific FMs may be approved for use. The following diagram summarizes the solution architecture and key components. model_id – The ID of the model to be invoked.

Lambda 140

Lambda Generative AI AWS Microservices 140

Perficient

MARCH 27, 2025

What Youll Learn How Pulumi works with AWS Setting up Pulumi with Python Deploying various AWS services with real-world examples Best practices and advanced tips Why Pulumi for AWS? The goal is to deploy a highly available, scalable, and secure architecture with: Compute: EC2 instances with Auto Scaling and an Elastic Load Balancer.

AWS 52

AWS Infrastructure Lambda Load Balancer 52

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 126

Healthcare Artificial Inteligence Analysis Lambda 126

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!

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Lambda Architecture Programming Weak Development Team 62

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

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

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

MAY 17, 2024

This includes task context, data that you pass to the model, conversation and action history, instructions, and even examples. Example overview To illustrate this example, consider a retail company that allows purchasers to post product reviews on their website. Hence the example uses Step Functions for workflow orchestration.

Generative AI 131

Generative AI Artificial Inteligence Systems Review Software Review 131

AWS Machine Learning - AI

AUGUST 21, 2024

We examine the approach in detail, provide examples, highlight key benefits and limitations, and discuss future opportunities for more advanced product review summarization through generative AI. Our example prompt requests the FM to generate the response in JSON format. Use top K to remove long tail low probability responses.

Technical Review 122

Technical Review Software Review Systems Review Generative AI 122

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

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

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.

Artificial Intelligence 130

Artificial Intelligence Artificial Inteligence Leadership Lambda 130

AWS Machine Learning - AI

APRIL 24, 2024

The workflow is composed of the following steps: The process begins when a user requests the assistant to perform a task; for example, asking for the maximum data points for a specific IoT device device_xxx. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 127

Artificial Inteligence Lambda Knowledge Base IoT 127