AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. The following figure illustrates the high-level design of the solution.

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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. It’s serverless so you don’t have to manage the infrastructure. API Gateway also provides a WebSocket API.

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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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Perficient

DECEMBER 30, 2024

Introduction: Integrating GitHub Actions for Continuous Integration and Continuous Deployment (CI/CD) in AWS Lambda deployments is a modern approach to automating the software development lifecycle. After this, open AWS Lambda and create a function using Python with the default settings. file in Visual Studio.

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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.

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Xebia

JANUARY 15, 2024

In this blog post I will go over some reasons why you should be using design patterns in your Lambda functions Getting started To get started with AWS Lambda is quite easy, and this is also the reason why some crucial steps are skipped. Or use a compiled language like golang for your Lambda functions.

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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. Then we introduce the solution deployment using three AWS CloudFormation templates.

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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. Additionally, you can choose what gets logged.

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DevOps.com

MARCH 28, 2019

With serverless, you delegate the responsibility of running your infrastructure to a platform provider as much as possible. The post Comparing Nuclio and AWS Lambda appeared first on DevOps.com.

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Perficient

MARCH 27, 2025

Pulumi is a modern Infrastructure as Code (IaC) tool that allows you to define, deploy, and manage cloud infrastructure using general-purpose programming languages. Multi-Cloud and Multi-Language Support Deploy across AWS, Azure, and Google Cloud with Python, TypeScript, Go, or.NET. A history of deployments and updates.

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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.

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AWS Machine Learning - AI

MARCH 20, 2025

Users can access these AI capabilities through their organizations single sign-on (SSO), collaborate with team members, and refine AI applications without needing AWS Management Console access. The workflow is as follows: The user logs into SageMaker Unified Studio using their organizations SSO from AWS IAM Identity Center.

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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.

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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. Deploy the AWS CDK project to provision the required resources in your AWS account.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

We use various AWS services to deploy a complete solution that you can use to interact with an API providing real-time weather information. Amazon Bedrock Agents forwards the details from the user query to the action groups, which further invokes custom Lambda functions. In this solution, we use Amazon Bedrock Agents.

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Xebia

MAY 2, 2023

The question quite simple: How can we manage K8s infrastructure and applications using one codebase and high level programming languages? In the coming paragraphs we will identify how we can write Infrastructure as Code (IaC) as well as the K8s workload definition for an application that will be deployed on AWS.

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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 Machine Learning - AI

JULY 11, 2024

In the diverse toolkit available for deploying cloud infrastructure, Agents for Amazon Bedrock offers a practical and innovative option for teams looking to enhance their infrastructure as code (IaC) processes. Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks.

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Dzone - DevOps

DECEMBER 17, 2024

AWS Managed Microsoft Active Directory provides the ability to run directory-aware workloads in the AWS Cloud , including Microsoft SharePoint and custom.NET and SQL Server-based applications.

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Dzone - DevOps

OCTOBER 16, 2023

As you might already know, AWS Lambda is a popular and widely used serverless computing platform that allows developers to build and run their applications without having to manage the underlying infrastructure. But have you ever wondered how AWS Lambda Pricing works and how much it would cost to run your serverless application?

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AWS Machine Learning - AI

OCTOBER 11, 2024

Modern organizations increasingly depend on robust cloud infrastructure to provide business continuity and operational efficiency. It uses Amazon Bedrock , AWS Health , AWS Step Functions , and other AWS services. AWS Cost Anomaly Detection alerts – Notifications about unusual spending patterns or cost spikes.

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MagmaLabs

JANUARY 16, 2023

It is an open-source tool created by the AWS team. Net, or Go ) to write infrastructure as code. It uses the Construct Programming Model (CPM) to generate CloudFormation templates and materializes them as AWS resources when deployed. Install & Configure AWS CLI. aws/config file. Prerequisites.

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Dzone - DevOps

MARCH 7, 2023

What Is the AWS Lambda Cold Start Problem? AWS Lambda is a serverless computing platform that enables developers to quickly build and deploy applications without having to manage any underlying infrastructure. However, this convenience comes with a downside—the AWS Lambda cold start problem.

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AWS Machine Learning - AI

MARCH 18, 2025

Audio-to-text transcription The recorded audio files are securely transmitted to a cloud-based infrastructure, where they undergo automated transcription using ASR technology. An AWS account. If you dont have one, you can register for a new AWS account. Choose Test. Choose Test. Run the test event.

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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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Stackery

FEBRUARY 19, 2020

Too often serverless is equated with just AWS Lambda. Yes, it’s true: Amazon Web Services (AWS) helped to pioneer what is commonly referred to as serverless today with AWS Lambda, which was first announced back in 2015. Lambda is just one component of a modern serverless stack.

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AWS Machine Learning - AI

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. You can obtain the SageMaker Unified Studio URL for your domains by accessing the AWS Management Console for Amazon DataZone.

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Generative AI Applications Technical Review Software Review 106

Dzone - DevOps

MARCH 14, 2023

This blog post is for folks interested in learning how to use Golang and AWS Lambda to build a serverless solution. You will be using the aws-lambda-go library along with the AWS Go SDK v2 for an application that will process records from an Amazon Kinesis data stream and store them in a DynamoDB table.

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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. The Lambda wrapper function searches for similar questions in OpenSearch Service.

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Xebia

JANUARY 17, 2024

Recently I have been working on a few projects that involved Lambda functions. This meant defining and building these functions and all infrastructure around them via Terraform. config } provider "aws" { #. config } provider "aws" { #. requests>=2.0.0

Lambda 130

Lambda AWS Resources Software Review 130

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?

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Xebia

MAY 21, 2024

Cloud modernization has become a prominent topic for organizations, and AWS plays a crucial role in helping them modernize their IT infrastructure, applications, and services. Overall, discussions on AWS modernization are focused on security, faster releases, efficiency, and steps towards GenAI and improved innovation.

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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. This solution not only accelerates the migration process but also provides a standardized and secure cloud infrastructure.

AWS 129

AWS Applications Lambda Knowledge Base 129

AWS Machine Learning - AI

FEBRUARY 25, 2025

Troubleshooting infrastructure as code (IaC) errors often consumes valuable time and resources. 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.

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AWS Machine Learning - AI

JULY 3, 2024

To solve this problem, this post shows you how to apply AWS services such as Amazon Bedrock , AWS Step Functions , and Amazon Simple Email Service (Amazon SES) to build a fully-automated multilingual calendar artificial intelligence (AI) assistant. It lets you orchestrate multiple steps in the pipeline.

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Perficient

APRIL 4, 2025

In Part 1 of this series, we learned about the importance of AWS and Pulumi. Now, lets explore the demo part in this practical session, which will create a service on AWS VPC by using Pulumi. Step 4: Deploy Infrastructure # pulumi up Pulumi up deploys or updates infrastructure by applying changes from your Pulumi code.

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AWS Google Cloud Azure Policies 52

Dzone - DevOps

APRIL 18, 2023

Amazon Web Services (AWS) Lambda is an incredibly useful cloud computing platform, allowing businesses to run their code without managing infrastructure. However, the invocation type of Lambda functions can be confusing for newcomers. Here's a deep dive into the mysteries of AWS Lambda invocation.

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