AWS Machine Learning - AI

JANUARY 13, 2025

The CIC program aims to foster innovation within the public sector by providing a collaborative environment where government entities can work closely with AWS consultants and university students to develop cutting-edge solutions using the latest cloud technologies. The following diagram illustrates the solution architecture.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

By using Amazon Q Business, which simplifies the complexity of developing and managing ML infrastructure and models, the team rapidly deployed their chat solution. Solution overview The following architecture diagram represents the high-level design of a solution proven effective in production environments for AWS Support Engineering.

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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.

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AWS Machine Learning - AI

NOVEMBER 13, 2024

Recognizing this need, we have developed a Chrome extension that harnesses the power of AWS AI and generative AI services, including Amazon Bedrock , an AWS managed service to build and scale generative AI applications with foundation models (FMs). The following diagram illustrates the architecture of the application.

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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.

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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.

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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. Choose Generative AI application development profile and continue.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. Multiple programming language support – The GitHub repository provides the observability solution in both Python and Node.js

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Dzone - DevOps

JUNE 21, 2023

Microservices architecture is becoming increasingly popular as it enables organizations to build complex, scalable applications by breaking them down into smaller, independent services. Each microservice performs a specific function within the application and can be developed, deployed, and scaled independently.

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AWS Machine Learning - AI

NOVEMBER 1, 2024

The architecture in the preceding figure illustrates two methods for dynamically retrieving inference profile ARNs based on tags. Lambda-based Method: This approach uses AWS Lambda as an intermediary between the calling client and the ResourceGroups API.

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AWS Machine Learning - AI

FEBRUARY 25, 2025

Developers can spend multiple cycles searching for solutions across forums, troubleshooting repetitive issues, or trying to identify the root cause. In organizations with multi-account AWS environments , teams often maintain a centralized AWS environment for developers to deploy applications.

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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.

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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.

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AWS Machine Learning - AI

OCTOBER 11, 2024

Although traditional programmatic approaches offer automation capabilities, they often come with significant development and maintenance overhead, in addition to increasingly complex mapping rules and inflexible triage logic. The following diagram illustrates the solution architecture.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

With the significant developments in the field of generative AI , intelligent applications powered by foundation models (FMs) can help users map out an itinerary through an intuitive natural conversation interface. Architecture The following figure shows the architecture of the solution.

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Dzone - DevOps

JULY 29, 2024

In this article, we'll walk through the process of creating and deploying a real-time AI-powered chatbot using serverless architecture. This approach not only streamlines development but also ensures scalability and cost-efficiency. Overview of the Project We'll be building a simple chatbot that interacts with users in real time.

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Perficient

FEBRUARY 17, 2025

Nine years ago, I was eager to be a developer but found no convincing platform. This led to my career as an Android developer, where I had the opportunity to learn the nuances of building mobile applications. Web Development Web Development : Focuses on building the user interface (UI) and user experience (UX) of applications.

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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?

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Perficient

MARCH 27, 2025

Unlike Terraform, which uses HCL, Pulumi enables you to define infrastructure using Python, making it easier for developers to integrate infrastructure with application code. The goal is to deploy a highly available, scalable, and secure architecture with: Compute: EC2 instances with Auto Scaling and an Elastic Load Balancer.

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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.

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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. Importance of Resiliency in Serverless Architecture As heavenly as serverless sounds, it isn't immune to failures.

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LaunchDarkly

JUNE 5, 2019

TrueCar had been hosting its internet presence in one or more colocation facilities with traditional business, design, development, and operational staff working to produce a world-class website experience for consumers. The solution that we devised emerged after the Amazon Web Services (AWS) launched Lambda@Edge in mid-2017.

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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. This solution can be applied to other dashboards at a later stage.

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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.

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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.

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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?

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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

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AWS Machine Learning - AI

MARCH 13, 2025

The Lambda function spins up an Amazon Bedrock batch processing endpoint and passes the S3 file location. The second Lambda function performs the following tasks: It monitors the batch processing job on Amazon Bedrock. The security measures are inherently integrated into the AWS services employed in this architecture.

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RapidValue

JULY 31, 2019

Serverless architecture is another buzzword to hit the cloud-native space, but what is it, is it worthwhile and how can it work for you? Serverless architecture is on the rise and is rapidly gaining acceptance. What is Serverless Architecture? The adoption of serverless architecture is growing rapidly.

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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.

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AWS Machine Learning - AI

MARCH 18, 2025

Personalized care plans By using the LLMs knowledge base and analytical capabilities, healthcare professionals can develop tailored care plans aligned with the patients specific needs and medical history. Solution overview The following diagram illustrates the solution architecture. Choose Test. Choose Test. Run the test event.

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AWS Machine Learning - AI

FEBRUARY 6, 2024

This post provides an overview of an end-to-end generative AI solution developed by Accenture for regulatory document authoring using SageMaker JumpStart and other AWS services. The following diagram illustrates the solution architecture. Amazon SQS enables a fault-tolerant decoupled architecture.

Generative AI 128

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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. A software development team from Apiumhub was there attending some of the talks. Lambda World started with an unconference where several people gave lightning talks. Lambda World workshops.

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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.

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Erik Bernhardsson

NOVEMBER 30, 2021

We currently have cloud vendors that offer end-to-end solutions from the developer experience down to the hardware: What if cloud vendors focus on the lowest layer, and other (pure software) vendors on the layer above? Somewhat subjectively and anecdotally, these tools tend to have a much higher focus on developer experience.

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AWS Machine Learning - AI

APRIL 24, 2024

With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests. This post assesses two primary approaches for developing AI assistants: using managed services such as Agents for Amazon Bedrock , and employing open source technologies like LangChain.

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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.

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