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. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures.

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Generative AI AWS Artificial Inteligence Enterprise 108

Dzone - DevOps

OCTOBER 28, 2024

We have seen multiple examples and use cases of building a low code API using Kumologica and running it on AWS lambda and on Azure function. In this article, we will be taking through the build and deployment of a simple hello world service Docker container inside AWS Elastic Container Service (ECS) Fargate.

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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. AWS Landing Zone addresses this need by offering a standardized approach to deploying AWS resources.

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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.

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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

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

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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AWS Machine Learning - AI

NOVEMBER 18, 2024

Solution overview This solution is running in AWS Region us-east-1. It exposes an API endpoint through Amazon API Gateway that proxies the initial prompt request to a Python-based AWS Lambda function, which calls Amazon Bedrock twice. The Lambda function sends the image bytes and the original prompt to Anthropic’s Claude 3.5

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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. AWS Prototyping developed an AWS Cloud Development Kit (AWS CDK) stack for deployment following AWS best practices.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

Solution overview The solution presented in this post responds automatically to email inquiries using the following solution architecture. Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. The Lambda function starts data ingestion by calling the StartIngestionJob API function.

Knowledge Base 107

Knowledge Base Artificial Inteligence Lambda AWS 107

AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. It stores information such as job ID, status, creation time, and other metadata.

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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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Dzone - DevOps

SEPTEMBER 28, 2023

With the advent of serverless architectures and container services, the technology landscape has transformed dramatically. AWS (Amazon Web Services) has been a major player in this transformation with their extensive suite of cloud services. Two such services that have gained significant popularity are AWS Lambda and Fargate.

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AWS Machine Learning - AI

FEBRUARY 6, 2024

By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format. This solution relies on the AWS Well-Architected principles and guidelines to enable the control, security, and auditability requirements. AI delivers a major leap forward.

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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

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 136

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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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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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Xebia

AUGUST 29, 2023

VPC Lattice offers a new mechanism to connect microservices across AWS accounts and across VPCs in a developer-friendly way. Or if you have an existing landing zone with AWS Transit Gateway, do you already plan to replace it with VPC Lattice? You can also use AWS PrivateLink to inter-connect your VPCs across accounts.

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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.

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AWS Machine Learning - AI

MARCH 7, 2024

However, Amazon Bedrock and AWS Step Functions make it straightforward to automate this process at scale. Step Functions allows you to create an automated workflow that seamlessly connects with Amazon Bedrock and other AWS services. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow.

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Blue Sentry

OCTOBER 4, 2023

AWS Event-Driven Architecture Overview Hi, I’m Todd Bernson – CTO at Blue Sentry Cloud and an AWS Ambassador with 12 AWS certifications. In this installment, I’ll be breaking down another common Cloud-native application architecture. AWS provides serverless compute in the form of AWS Lambda.

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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. The secondary container or process is referred to as the sidecar container or sidecar process.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

The integrated approach and ease of use of Amazon Bedrock in deploying large language models (LLMs), along with built-in features that facilitate seamless integration with other AWS services like Amazon Kendra, made it the preferred choice. By using Claude 3’s vision capabilities, we could upload image-rich PDF documents.

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Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? HPC services on AWS Compute Technically you could design and build your own HPC cluster on AWS, it will work but you will spend time on plumbing and undifferentiated heavy lifting. AWS has two services to support your HPC workload.

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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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Xebia

MAY 2, 2023

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. We will combine the power of AWS CDK and cdk8s in one single codebase to deploy our infrastructure and application. Are we really doing it right?

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Perficient

AUGUST 8, 2024

What is AWS DLT? Distributed Load Testing on AWS helps you automate the testing of your software applications at scale and at load to identify bottlenecks before you release your application. The following AWS CloudFormation template is included, which you can download before deployment.

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AWS Machine Learning - AI

AUGUST 13, 2024

Amazon Bedrock offers a serverless experience, so you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using the AWS tools without having to manage the infrastructure. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 123

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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. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

Knowledge Base 87

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Dzone - DevOps

OCTOBER 21, 2024

In this article, I will discuss building a sentiment analysis tool using AWS serverless capabilities and NLTK. I will be using AWS lambda to run sentiment analysis using the NLTK -vader library and AWS API Gateway to enable this functionality as an API.

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AWS Machine Learning - AI

MAY 14, 2024

We present the solution and provide an example by simulating a case where the tier one AWS experts are notified to help customers using a chat-bot. We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic.

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AWS Machine Learning - AI

OCTOBER 21, 2024

However, by using various AWS services, you can quickly deploy a serverless solution to edit images. Amazon Bedrock is serverless, 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.

Serverless 90

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AWS Machine Learning - AI

AUGUST 26, 2024

At AWS, we are transforming our seller and customer journeys by using generative artificial intelligence (AI) across the sales lifecycle. It will be able to answer questions, generate content, and facilitate bidirectional interactions, all while continuously using internal AWS and external data to deliver timely, personalized insights.

Generative AI 120

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AWS Machine Learning - AI

SEPTEMBER 17, 2024

In this post, we demonstrate a solution using Amazon FSx for NetApp ONTAP with Amazon Bedrock to provide a RAG experience for your generative AI applications on AWS by bringing company-specific, unstructured user file data to Amazon Bedrock in a straightforward, fast, and secure way.

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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

Perficient

AUGUST 8, 2024

Implementing AWS cross-account access is crucial to managing a secure and scalable cloud environment. Let’s understand this using the examples below: Scenario: Cross-Account Access for Route 53 DNS Management Business Context Your company, “GlobalTech,” has a multi-account AWS environment managed through AWS Organizations.

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