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. You can use AWS services such as Application Load Balancer to implement this approach. API Gateway also provides a WebSocket API. These components are illustrated in the following diagram.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

Dzone - DevOps

MARCH 24, 2025

Our "serverless" order processing system built on AWS Lambda and API Gateway was humming along, handling 1,000 transactions/minute. A sudden spike in traffic caused Lambda timeouts, API Gateway threw 5xx errors, and customers started tweeting, Why cant I check out?! Then, disaster struck.

Lambda 59

Lambda Serverless AWS Engineering 59

AWS Machine Learning - AI

FEBRUARY 11, 2025

Enhancing AWS Support Engineering efficiency The AWS Support Engineering team faced the daunting task of manually sifting through numerous tools, internal sources, and AWS public documentation to find solutions for customer inquiries. To address this, the team implemented a chat assistant using Amazon Q Business.

Knowledge Base 102

Knowledge Base Lambda Enterprise AWS 102

AWS Machine Learning - AI

NOVEMBER 7, 2024

The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information. The Lambda function processes the OpenSearch Service results and formats them for the Amazon Bedrock agent. Python 3.9 or later Node.js

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Lambda Enterprise Automotive Knowledge Base 129

Xebia

AUGUST 3, 2023

I was sparked on a XKE to do a short experiment with using Golang for my AWS Lambda Functions. But the advantage of Python is that you can actually see the source code in the AWS Console and tweak it. Dependencies In python you have the option to do inline code in AWS CloudFormation templates. This also a problem!

Lambda 130

Lambda AWS Serverless Energy 130

AWS Machine Learning - AI

NOVEMBER 22, 2024

This post discusses how to use AWS Step Functions to efficiently coordinate multi-step generative AI workflows, such as parallelizing API calls to Amazon Bedrock to quickly gather answers to lists of submitted questions. sync) pattern, which automatically waits for the completion of asynchronous jobs.

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Generative AI AWS Technical Review Backup 99

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. AI-powered email processing engine – Central to the solution, this engine uses AI to analyze and process emails.

Knowledge Base 109

Knowledge Base Generative AI Technical Review Lambda 109

DevOps.com

MARCH 28, 2019

This frees your engineers to focus on building what your customers want from you—the features that differentiate your business from your competitors’ For this philosophy to work, however, the platform needs to not only give you the […]. The post Comparing Nuclio and AWS Lambda appeared first on DevOps.com.

Lambda 111

Lambda AWS Serverless Infrastructure 111

AWS Machine Learning - AI

JANUARY 13, 2025

The collaboration between BQA and AWS was facilitated through the Cloud Innovation Center (CIC) program, a joint initiative by AWS, Tamkeen , and leading universities in Bahrain, including Bahrain Polytechnic and University of Bahrain. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 112

Education Report Technical Review Generative AI 112

AWS Machine Learning - AI

OCTOBER 29, 2024

This solution uses decorators in your application code to capture and log metadata such as input prompts, output results, run time, and custom metadata, offering enhanced security, ease of use, flexibility, and integration with native AWS services.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

NOVEMBER 21, 2024

We guide you through deploying the necessary infrastructure using AWS CloudFormation , creating an internal labeling workforce, and setting up your first labeling job. Solution overview This audio/video segmentation solution combines several AWS services to create a robust annotation workflow. We demonstrate how to use Wavesurfer.js

Video 102

Video Lambda AWS Generative AI 102

TechCrunch

NOVEMBER 2, 2021

The company started with a focus on distributed tracing for serverless platforms like AWS’ API Gateway, DynamoDB, S3 and Lambda. It offers both a paid SaaS service (which includes a free tier ), as well as a free command line tool for analyzing and tuning services based on AWS Lambda and Kinesis.

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AWS Machine Learning - AI

MARCH 18, 2025

Audio-to-text transcription The recorded audio files are securely transmitted to a speech-to-text engine, which converts the spoken words into text format. An AWS account. If you dont have one, you can register for a new AWS account. On the Lambda console, navigate to the function named hcls_clinical_trial_analysis.

Artificial Inteligence 113

Artificial Inteligence Technical Review Healthcare Systems Review 113

Xebia

APRIL 16, 2025

Yesterday I attended the AWS Summit 2025 in Amsterdam where I joined a session about AWS Step Functions hosted by Adriaan de Jonge, a former Xebia colleague. VS Code Extension Template Writing Step Functions using Infrastructure as Code (IaC) can be annoying when you need to copy JSON from the AWS console UI.

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AWS Lambda Serverless Architecture 130

AWS Machine Learning - AI

MARCH 13, 2025

AWS AppConfig , a capability of AWS Systems Manager, is used to store each of the agents tool context data as a single configuration in a managed data store, to be sent to the Converse API tool request. For more information about when to use AWS Config, see AWS AppConfig use cases.

Artificial Inteligence 95

Artificial Inteligence Lambda Travel Generative AI 95

AWS Machine Learning - AI

MAY 1, 2025

By doing this, clients and servers can scale independently, making it a great fit for serverless orchestration powered by Lambda, AWS Fargate for Amazon ECS, or Fargate for Amazon EKS. The client invokes the LLM using a prompt engineered with the list of tools available on the MCP server (message of type user).

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Artificial Inteligence AWS Architecture Generative AI 117

MagmaLabs

JULY 16, 2020

In the beginning, the documentation for AWS LAMBDAS can be intimidating at times, but don’t worry, in this post, I will help you with the first steps to create an AWS LAMBDA Function. What’s a Lambda Function??. Here is Lambda documentation for you to look at it. client('lambda') ?

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Lambda AWS How To Serverless 98

AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services.

Artificial Inteligence 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

APRIL 1, 2025

invoke(input_text=Convert 11am from NYC time to London time) We showcase an example of building an agent to understand your Amazon Web Service (AWS) spend by connecting to AWS Cost Explorer , Amazon CloudWatch , and Perplexity AI through MCP. This gives you an AI agent that can transform the way you manage your AWS spend.

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Generative AI AWS Artificial Inteligence Software Review 134

Stackery

JULY 25, 2019

Starting today, any developer can locally debug and develop any Lambda function, in any language or framework, against live cloud resources with any IDE, for free. We’re excited to share a trick (so to speak) that allows any developer to locally debug any AWS Lambda. Invoke any of the 86 AWS CloudFormation enabled resources.

Lambda 19

Lambda AWS Development Serverless 19

MagmaLabs

JANUARY 16, 2023

It is an open-source tool created by the AWS team. It uses the Construct Programming Model (CPM) to generate CloudFormation templates and materializes them as AWS resources when deployed. Install & Configure AWS CLI. NOTE: This requires an AWS role with policy/AdministratorAccess access. aws/config file.

Lambda 98

Lambda AWS Construction .Net 98

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. AWS Prototyping developed an AWS Cloud Development Kit (AWS CDK) stack for deployment following AWS best practices.

AWS 129

AWS Lambda Performance Artificial Inteligence 129

Erik Bernhardsson

NOVEMBER 30, 2021

Here's a theory I have about cloud vendors (AWS, Azure, GCP): Cloud vendors 1 will increasingly focus on the lowest layers in the stack: basically leasing capacity in their data centers through an API. Redshift is a data warehouse (aka OLAP database) offered by AWS. If you're an ambitious person, do you go work at AWS?

Cloud 351

Cloud AWS Weak Development Team Serverless 351

Dzone - DevOps

MARCH 15, 2023

AWS Lambda is a serverless computing service provided by Amazon Web Services (AWS) that allows you to run code without provisioning or managing servers. is a JavaScript runtime built on Chrome’s V8 JavaScript engine. Together, AWS Lambda and Node.js

Lambda 91

Lambda AWS Serverless Engineering 91

Dzone - DevOps

FEBRUARY 5, 2023

Welcome to our tutorial on deploying a machine learning (ML) model on Amazon Web Services (AWS) Lambda using Docker. In this tutorial, we will walk you through the process of packaging an ML model as a Docker container and deploying it on AWS Lambda, a serverless computing service. So, let’s get started!

Artificial Inteligence 98

Artificial Inteligence Machine Learning Lambda AWS 98

AWS Machine Learning - AI

FEBRUARY 26, 2024

By using AWS services, our architecture provides real-time visibility into LLM behavior and enables teams to quickly identify and address any issues or anomalies. In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda.

Artificial Inteligence 140

Artificial Inteligence AWS Lambda Metrics 140

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.

Artificial Inteligence 99

Artificial Inteligence Technical Review Software Review Generative AI 99

AWS Machine Learning - AI

APRIL 18, 2024

Tools like Terraform and AWS CloudFormation are pivotal for such transitions, offering infrastructure as code (IaC) capabilities that define and manage complex cloud environments with precision. Traditionally, cloud engineers learning IaC would manually sift through documentation and best practices to write compliant IaC scripts.

AWS 129

AWS Applications Lambda Knowledge Base 129

AWS Machine Learning - AI

MARCH 15, 2024

In addition to Amazon Bedrock, you can use other AWS services like Amazon SageMaker JumpStart and Amazon Lex to create fully automated and easily adaptable generative AI order processing agents. In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda.

Generative AI 139

Generative AI Lambda AWS Artificial Inteligence 139

Toptal

FEBRUARY 25, 2016

AWS Lambda offers a relatively thin service with a rich set of ancillary configuration options, making it possible to implement easily scalable and maintainable applications leveraging these services.

Lambda 91

Lambda AWS Architecture Scalability 91

AWS Machine Learning - AI

FEBRUARY 25, 2025

This post demonstrates how you can use Amazon Bedrock Agents to create an intelligent solution to streamline the resolution of Terraform and AWS CloudFormation code issues through context-aware troubleshooting. This setup makes sure that AWS infrastructure deployments using IaC align with organizational security and compliance measures.

Lambda 65

Lambda Generative AI AWS Software Review 65

AWS Machine Learning - AI

MAY 2, 2025

The initial step involves creating an AWS Lambda function that will integrate with the Amazon Bedrock agents CreatePortfolio action group. To configure the Lambda function, on the AWS Lambda console , establish a new function with the following specifications: Configure Python 3.12

Real Estate 91

Real Estate Artificial Inteligence Knowledge Base Lambda 91

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. This blog aims to take a deeper look into the Fargate vs. This blog aims to take a deeper look into the Fargate vs. Lambda battle.

Lambda 98

Lambda Serverless AWS Microservices 98

LaunchDarkly

JUNE 5, 2019

Early in 2016, TrueCar decided to move internet operations off premises from its data centers to the AWS cloud. Some operational and logistical challenges were presented when TrueCar decided to move its internet infrastructure into the AWS cloud. New features were difficult to roll out and existing features were difficult to change.

Lambda 72

Lambda AWS Software Engineering Engineering 72

AWS Machine Learning - AI

APRIL 23, 2025

Solution overview The NER & LLM Gen AI Application is a document processing solution built on AWS that combines NER and LLMs to automate document analysis at scale. Click here to open the AWS console and follow along. The endpoint lifecycle is orchestrated through dedicated AWS Lambda functions that handle creation and deletion.

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Artificial Inteligence Open Source AWS Serverless 67

AWS Machine Learning - AI

APRIL 22, 2025

To address these challenges, Infosys partnered with Amazon Web Services (AWS) to develop the Infosys Event AI to unlock the insights generated during events. The services used in the solution are granted least-privilege permissions through AWS Identity and Access Management (IAM) policies for security purposes.

Media 82

Media Knowledge Base AWS Systems Review 82

Erik Bernhardsson

OCTOBER 18, 2022

I encountered AWS in 2006 or 2007 and remember thinking that it's crazy — why would anyone want to put their stuff in someone else's data center? But only a couple of years later, I was running a bunch of stuff on top of AWS. Back then, AWS had something like two services: EC2 and S3. The genesis. For the third time this month?

Cloud 273

Cloud Lambda Software Engineering AWS 273