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 111

Generative AI Video Engineering Artificial Inteligence 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 following diagram illustrates the solution architecture.

Education 112

Education Report Technical Review Generative AI 112

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 110

Knowledge Base Technical Review Generative AI Lambda 110

Xebia

OCTOBER 23, 2024

It provides Infrastructure as Code (IaC) using AWS Cloud Development Kit (CDK), allowing you to deploy and manage the necessary infrastructure effortlessly. Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components.

AWS 130

AWS Network Software Review Lambda 130

AWS Machine Learning - AI

APRIL 1, 2025

Whether youre an experienced AWS developer or just getting started with cloud development, youll discover how to use AI-powered coding assistants to tackle common challenges such as complex service configurations, infrastructure as code (IaC) implementation, and knowledge base integration.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

Xebia

DECEMBER 13, 2024

Relative Python imports can be tricky for lambda functions. But recently, I ran into the same issue with Dockerized lambda functions. py touch lib/functions/hello-world/requirements.txt touch lib/functions/hello-world/Dockerfile Now you will need to fill the Dockerfile, like this: FROM public.ecr.aws/lambda/python:3.12

Lambda 130

Lambda AWS Linux Construction 130

AWS Machine Learning - AI

MARCH 13, 2025

This post will discuss agentic AI driven architecture and ways of implementing. Agentic AI architecture Agentic AI architecture is a shift in process automation through autonomous agents towards the capabilities of AI, with the purpose of imitating cognitive abilities and enhancing the actions of traditional autonomous agents.

Artificial Inteligence 95

Artificial Inteligence Lambda Travel Generative AI 95

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 also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

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 132

Generative AI AWS Lambda Authentication 132

Xebia

OCTOBER 25, 2024

When you combine this with some cloud expertise, you can build some cool things! This allows you to use a Lambda function to use business logic to decide whether the call can be performed. Based on those questions, you might pivot your solution’s architecture. But when is this process done?

Serverless 130

Serverless Technical Review Lambda AWS 130

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 86

Virtualization Lambda AWS Authentication 86

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

Dzone - DevOps

AUGUST 15, 2023

When used to construct microservices, AWS Lambda provides a route to craft scalable and flexible cloud-based applications. AWS Lambda supports code execution without server provisioning or management, rendering it an appropriate choice for microservices architecture.

Lambda 97

Lambda Microservices AWS Construction 97

Dzone - DevOps

OCTOBER 4, 2023

Building Efficient Lambda Functions with Node.js: Unleashing the Power of Serverless Magic In the ever-evolving landscape of cloud computing, serverless architecture has emerged as a transformative paradigm, enabling developers to focus on code without the burden of managing infrastructure.

Lambda 92

Lambda Serverless AWS Architecture 92

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 117

Generative AI Systems Review System Lambda 117

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

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. Next, the agent provides a comprehensive summary of the architecture diagram along with additional inputs provided by the user.

Software Review 139

Software Review Infrastructure Lambda Generative AI 139

AWS Machine Learning - AI

APRIL 1, 2025

Using a client-server architecture, MCP enables developers to expose their data through lightweight MCP servers while building AI applications as MCP clients that connect to these servers. In the first flow, a Lambda-based action is taken, and in the second, the agent uses an MCP server.

Generative AI 134

Generative AI AWS Artificial Inteligence Software Review 134

Tenable

FEBRUARY 13, 2024

Cybersecurity teams often struggle with securing cloud-native applications, which are becoming increasingly popular with developers. The good news is that deploying these applications on a serverless architecture can make it easier to protect them. Here’s why. What is serverless? How can serverless help?

Serverless 106

Serverless Architecture Applications Cloud 106

CIO

NOVEMBER 2, 2023

Cloud costs remain a key concern for IT leaders, who find themselves nearing a crossroads where expenditures for core workloads will need containment to free up spend for innovation. 1 barrier to moving forward in the cloud. Cloud costs continue to be a top concern for CIOs,” says Dave McCarthy, analyst at IDC.

Strategy 211

Strategy Cloud Data Center Budget 211

AWS Machine Learning - AI

APRIL 23, 2025

Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. The following diagram illustrates the solution architecture. Click here to open the AWS console and follow along.

Artificial Inteligence 68

Artificial Inteligence Open Source AWS Serverless 68

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.

Serverless 91

Serverless Lambda AWS Architecture 91

AWS Machine Learning - AI

FEBRUARY 25, 2025

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. This contextual information is then sent back to the first Lambda function.

Lambda 66

Lambda Generative AI AWS Software Review 66

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 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

APRIL 22, 2025

Seamless live stream acquisition The solution begins with an IP-enabled camera capturing the live event feed, as shown in the following section of the architecture diagram. This stream is securely and reliably transported to the cloud using the Secure Reliable Transport (SRT) protocol through MediaConnect.

Media 85

Media Knowledge Base AWS Systems Review 85

AWS Machine Learning - AI

OCTOBER 29, 2024

Security – The solution uses AWS services and adheres to AWS Cloud Security best practices so your data remains within your AWS account. The CloudFormation template provisions resources such as Amazon Data Firehose delivery streams, AWS Lambda functions, Amazon S3 buckets, and AWS Glue crawlers and databases.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

Xebia

APRIL 16, 2025

I summarized my key takeaways that can help you improve your serverless architectures. From Lambda-lith to Step Function A common anti-pattern in serverless architecture is creating a “Lambda-lith” – a monolithic Lambda function that handles too many responsibilities.

AWS 130

AWS Lambda Serverless Architecture 130

O'Reilly Media - Ideas

MAY 19, 2020

O’Reilly Learning > We wanted to discover what our readers were doing with cloud, microservices, and other critical infrastructure and operations technologies. Without further ado, here are the key results: • At first glance, cloud usage seems overwhelming. More than half of respondents use multiple cloud services. •

Cloud 144

Cloud Microservices Serverless Survey 144

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. 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.

AWS 129

AWS Applications Lambda Knowledge Base 129

AWS Machine Learning - AI

MAY 1, 2025

We will deep dive into the MCP architecture later in this post. Using a client-server architecture (as illustrated in the following screenshot), MCP helps developers expose their data through lightweight MCP servers while building AI applications as MCP clients that connect to these servers.

Artificial Inteligence 57

Artificial Inteligence AWS Architecture Generative AI 57

AWS Machine Learning - AI

MARCH 7, 2025

In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline. The following diagram illustrates the solution architecture. You can create a decoupled architecture with reusable components. Connect with him on LinkedIn.

Generative AI 104

Generative AI Technical Review Insurance Policies 104

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. Solution overview The following diagram illustrates the solution architecture. The audio is converted into text, providing accurate and verbatim transcripts.

Artificial Inteligence 113

Artificial Inteligence Technical Review Healthcare Systems Review 113

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 129

AWS Lambda Performance Artificial Inteligence 129

LaunchDarkly

JUNE 5, 2019

Early in 2016, TrueCar decided to move internet operations off premises from its data centers to the AWS cloud. It became clear that a move to the cloud would help speed up delivery and improve quality by creating more flexibility and allowing TrueCar to start over in many ways. Deployments were time consuming and sometimes manual.

Lambda 72

Lambda AWS Software Engineering Engineering 72

Dzone - DevOps

JANUARY 16, 2024

Serverless architecture is a way of building and running applications without the need to manage infrastructure. You write your code, and the cloud provider handles the rest - provisioning, scaling, and maintenance. AWS offers various serverless services, with AWS Lambda being one of the most prominent.

Serverless 94

Serverless Architecture AWS Lambda 94

Crunchbase News

MAY 15, 2024

Building AI infrastructure While most people like to concentrate on the newest AI tool to help generate emails or mimic their own voice, investors are looking at much of the architecture underneath generative AI that makes it work. In February, Lambda hit unicorn status after a $320 million Series C at a $1.5 billion valuation.

Lambda 126

Lambda Artificial Intelligence Artificial Inteligence Generative AI 126

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. Components in the architecture.

AWS 52

AWS Infrastructure Lambda Load Balancer 52