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.

Microservices 98

Microservices Architecture Lambda AWS 98

AWS Machine Learning - AI

FEBRUARY 19, 2024

The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. Internally, Amazon Bedrock uses embeddings stored in a vector database to augment user query context at runtime and enable a managed RAG architecture solution.

Knowledge Base 112

Knowledge Base Artificial Inteligence Applications Lambda 112

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. There's no idle capacity because billing is based on the actual amount of resources consumed by an application.

Serverless 94

Serverless Architecture AWS Lambda 94

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. In this post, we set up the custom solution for observability and evaluation of Amazon Bedrock applications.

Generative AI 105

Generative AI Applications AWS Knowledge Base 105

AWS Machine Learning - AI

MAY 14, 2024

An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF). The interplay between Generative AI and human input paves the way for more accurate and responsible applications. We used this feedback to finetune the model deployed on Amazon Bedrock to power the chat-bot.

Generative AI 111

Generative AI Artificial Inteligence AWS Applications 111

AWS Machine Learning - AI

NOVEMBER 26, 2024

Additionally, the growing demand for AI-powered applications has led to a high volume of calls to these LLMs, potentially exceeding budget constraints and creating financial pressures for organizations. This post presents a strategy for optimizing LLM-based applications.

Artificial Inteligence 121

Artificial Inteligence Serverless Lambda Generative AI 121

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. InstanceType('t3.large')]

AWS 130

AWS Infrastructure Applications Construction 130

AWS Machine Learning - AI

MARCH 15, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Generative AI 134

Generative AI Lambda AWS Artificial Inteligence 134

AWS Machine Learning - AI

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Lambda 137

Lambda Generative AI AWS Microservices 137

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.

Software Review 125

Software Review Infrastructure Lambda Generative AI 125

Dzone - DevOps

OCTOBER 6, 2023

Cloud-native application development in AWS often requires complex, layered architecture with synchronous and asynchronous interactions between multiple components, e.g., API Gateway, Microservices, Serverless Functions, and system of record integration.

AWS 92

AWS Performance Applications Cloud 92

LaunchDarkly

JUNE 5, 2019

Not only did TrueCar need to move their domain DNS entries, they also needed to revamp their entire architecture, software, and operational practices. To complicate issues, the legacy codebase and architecture had to remain in place while TrueCar built out a new platform for the transition.

Lambda 72

Lambda AWS Software Engineering Engineering 72

AWS Machine Learning - AI

OCTOBER 21, 2024

Generative AI adoption among various industries is revolutionizing different types of applications, including image editing. 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

Serverless Applications Lambda AWS 90

AWS Machine Learning - AI

FEBRUARY 6, 2024

A key part of the submission process is authoring regulatory documents like the Common Technical Document (CTD), a comprehensive standard formatted document for submitting applications, amendments, supplements, and reports to the FDA. The following diagram illustrates the solution architecture. The response data is stored in DynamoDB.

Generative AI 122

Generative AI AWS Lambda Technical Review 122

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.

Artificial Inteligence 127

Artificial Inteligence AWS Lambda Metrics 127

AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The workflow consists of the following steps: A user uploads multiple images into an Amazon Simple Storage Service (Amazon S3) bucket via a Streamlit web application. Invokes the Amazon Bedrock InvokeModel API action.

AWS 131

AWS Lambda Generative AI Report 131

CircleCI

NOVEMBER 7, 2022

This tutorial covers: Using the Jest framework to set up unit testing for a serverless application. that simplifies the development and deployment of AWS Lambda functions. It frees you from worrying about how to package and deploy the application to the cloud, so you can focus on your application logic. Lambda function.

Serverless 98

Serverless Testing Applications Lambda 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. The following figure illustrates the core architecture for the NLQ capability.

AWS 125

AWS Lambda Performance Artificial Inteligence 125

AWS Machine Learning - AI

OCTOBER 29, 2024

To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 114

Scalability Lambda Generative AI AWS 114

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Amazon Bedrock Agents offers developers the ability to build and configure autonomous agents in their applications. These agents help users complete actions based on organizational data and user input, orchestrating interactions between foundation models (FMs), data sources, software applications, and user conversations.

Generative AI 102

Generative AI Lambda Applications AWS 102

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 122

Healthcare Artificial Inteligence Analysis Lambda 122

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. Solution overview The following diagram illustrates the solution architecture.

Lambda 126

Lambda AWS Generative AI Resources 126

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. Migration: Many companies start their cloud modernization journey by migrating existing applications and workloads to the cloud.

AWS 130

AWS Strategy Serverless Microservices 130

AWS Machine Learning - AI

OCTOBER 14, 2024

Amazon Bedrock Agents enable generative AI applications to perform multistep tasks across various company systems and data sources. Customers can build innovative generative AI applications using Amazon Bedrock Agents’ capabilities to intelligently orchestrate their application workflows.

Generative AI 84

Generative AI Applications Lambda Policies 84

AWS Machine Learning - AI

NOVEMBER 27, 2024

Amazon Bedrock Agents streamlines the development of generative AI applications by offering a fully managed solution that uses foundation models (FMs) and augmenting tools to autonomously run tasks and achieve objectives through orchestrated, multistep workflows. The flow between states and events is shown in the following figure.

Lambda 105

Lambda Generative AI AWS Knowledge Base 105

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.

Lambda 61

Lambda Serverless AWS Architecture 61

AWS Machine Learning - AI

MAY 17, 2024

To accomplish the overall task, your application feeds each subtask prompt to the LLM in a pre-defined order or according to a set of rules. Figure 1: Customer review and response The example application in this post automates the process of responding to customer reviews. Together, these subtasks make up the overall complex task.

Generative AI 130

Generative AI Artificial Inteligence Systems Review Software Review 130

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. Lambda World started with an unconference where several people gave lightning talks. Lambda World unconference . Lambda World workshops. The workshops were of a high level!

Lambda 62

Lambda Architecture Programming Weak Development Team 62

AWS Machine Learning - AI

NOVEMBER 27, 2024

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, integrate and deploy them into your application using Amazon Web Services (AWS) tools without having to manage any infrastructure. This gives your agent access to required services, such as Lambda.

Software Review 99

Software Review Lambda Generative AI Artificial Inteligence 99

AWS Machine Learning - AI

DECEMBER 22, 2023

Amazon Bedrock is a fully managed service that makes leading FMs from AI companies available through an API along with developer tooling to help build and scale generative AI applications. Solution architecture The following diagram illustrates the solution architecture. ConversationIndexTable – Tracks the conversation state.

Generative AI 119

Generative AI Lambda AWS Technical Review 119

AWS Machine Learning - AI

JULY 3, 2024

With Amazon Bedrock, you can get started quickly, privately customize FMs with your own data, and easily integrate and deploy them into your applications using AWS tools without having to manage any infrastructure. You can reuse the same design pattern to implement more generative AI applications with low effort.

AWS 130

AWS Artificial Inteligence Generative AI Lambda 130

AWS Machine Learning - AI

JUNE 26, 2024

Generative AI agents, which form the backbone of AI-powered assistants, can orchestrate interactions between foundation models, data sources, software applications, and users. Technical architecture and key steps The multi-modal agent orchestrates various steps based on natural language prompts from business users to generate insights.

Artificial Inteligence 118

Artificial Inteligence Research Knowledge Base Applications 118

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 107

Generative AI Video Engineering Artificial Inteligence 107

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Generative artificial intelligence (AI) applications are commonly built using a technique called Retrieval Augmented Generation (RAG) that provides foundation models (FMs) access to additional data they didn’t have during training. The post is co-written with Michael Shaul and Sasha Korman from NetApp.

Generative AI 86

Generative AI AWS Applications Serverless 86

AWS Machine Learning - AI

AUGUST 21, 2024

This post explores an innovative application of large language models (LLMs) to automate the process of customer review analysis. Regular application of this solution can augment internal workforce efficiency, resulting in cost savings. LLMs are a type of foundation model (FM) that have been pre-trained on vast amounts of text data.

Technical Review 124

Technical Review Software Review Systems Review Generative AI 124

AWS Machine Learning - AI

APRIL 24, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Artificial Inteligence 125

Artificial Inteligence Lambda Knowledge Base IoT 125

Dzone - DevOps

FEBRUARY 6, 2024

The evolution of web application deployment demands efficient canary release strategies. Traditional "big bang" deployments for web applications pose significant risks, hindering rapid innovation and introducing potential disruption. In the realm of canary releases, various solutions exist.

Applications 74

Applications Lambda AWS Architecture 74