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. This approach offers several benefits, including improved modularity, scalability, and flexibility, as well as easier management and maintenance.

Microservices 87

Microservices Architecture Lambda AWS 87

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. The file saved on Amazon S3 creates an event that triggers a Lambda function. The function invokes the modules.

Artificial Inteligence 128

Artificial Inteligence AWS Lambda Metrics 128

AWS Machine Learning - AI

OCTOBER 15, 2024

Scalability and reusability : Promote scalability and reusability across different AWS migration projects. Additionally, modular design facilitates scalability by allowing users to scale the migration operation up or down based on workload demands. For more information, refer to Model access.

Lambda 91

Lambda Knowledge Base AWS Generative AI 91

AWS Machine Learning - AI

NOVEMBER 20, 2024

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. A Lambda function retrieves the email content from Amazon S3. This bucket is designated as the knowledge base data source.

Knowledge Base 107

Knowledge Base Artificial Inteligence Lambda AWS 107

AWS Machine Learning - AI

NOVEMBER 18, 2024

The Step Functions state machine invokes AWS Lambda functions to get a findings summary and remediation steps through Amazon Bedrock. The workflow invokes a Lambda function and passes the GuardDuty findings details. The Lambda function calls Anthropic’s Claude 3 Sonnet model through Amazon Bedrock APIs with the input request.

Lambda 72

Lambda Cloud AWS Generative AI 72

Xebia

MAY 21, 2024

Many companies across various industries prioritize modernization in the cloud for several reasons, such as greater agility, scalability, reliability, and cost efficiency, enabling them to innovate faster and stay competitive in today’s rapidly evolving digital landscape.

AWS 130

AWS Strategy Serverless Microservices 130

AWS Machine Learning - AI

OCTOBER 21, 2024

We use AWS Amplify , Amazon Cognito , Amazon API Gateway , AWS Lambda , and Amazon Bedrock with the Amazon Titan Image Generator G1 model to build an application to edit images using prompts. The Lambda function process the request payload and forwards it to Amazon Bedrock. Amplify also integrates with many Git providers.

Serverless 90

Serverless Applications Lambda AWS 90

AWS Machine Learning - AI

AUGUST 21, 2024

However, when building a scalable review analysis solution, businesses can achieve the most value by automating the review analysis workflow. The following reference architecture illustrates what an automated review analysis solution could look like. Review Lambda quotas and function timeout to create batches.

Technical Review 124

Technical Review Software Review Systems Review Generative AI 124

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. A Lambda function pulls the appropriate prompt template from the Lambda layer and formats model prompts by adding the customer input in the associated prompt template. awscli>=1.29.57

Generative AI 136

Generative AI Lambda AWS Artificial Inteligence 136

AWS Machine Learning - AI

SEPTEMBER 6, 2024

They used the following services in the solution: Amazon Bedrock Amazon DynamoDB AWS Lambda Amazon Simple Storage Service (Amazon S3) The following diagram illustrates the high-level workflow of the current solution: The workflow consists of the following steps: The user navigates to Vidmob and asks a creative-related query.

Generative AI 117

Generative AI Artificial Inteligence Data AWS 117

AWS Machine Learning - AI

FEBRUARY 6, 2024

The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue. The Lambda function reads the job ID and invokes an AWS Step Functions workflow for processing data files. The response data is stored in DynamoDB.

Generative AI 123

Generative AI AWS Lambda Technical Review 123

AWS Machine Learning - AI

FEBRUARY 9, 2024

API Gateway routes the request to an AWS Lambda function ( bedrock_invoke_model ) that’s responsible for logging team usage information in Amazon CloudWatch and invoking the Amazon Bedrock model. The workflow steps are as follows: An Amazon EventBridge rule triggers a Lambda function ( bedrock_cost_tracking ) daily.

Lambda 139

Lambda Generative AI AWS Microservices 139

AWS Machine Learning - AI

JULY 3, 2024

Amazon Lambda : to run the backend code, which encompasses the generative logic. Image 2: Content generation steps The workflow is as follows: In step 1, the user selects a set of medical references and provides rules and additional guidelines on the marketing content in the brief.

Artificial Inteligence 122

Artificial Inteligence Generative AI Lambda Healthcare 122

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. Shared components refer to the functionality and features shared by all tenants. Refer to Perform AI prompt-chaining with Amazon Bedrock for more details. Generative AI gateway Shared components lie in this part.

Generative AI 108

Generative AI AWS Artificial Inteligence Enterprise 108

AWS Machine Learning - AI

SEPTEMBER 20, 2024

If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions. The Lambda function retrieves the API secrets securely from Secrets Manager, calls the appropriate search API, and processes the results.

Generative AI 103

Generative AI Lambda Applications AWS 103

AWS Machine Learning - AI

MARCH 7, 2024

The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow invokes a Lambda function to generate a status report. Image processing workflow When the DynamoDB table is updated, DynamoDB Streams triggers a Lambda function to start a new Step Functions workflow.

AWS 133

AWS Lambda Generative AI Report 133

Perficient

AUGUST 8, 2024

For more info, please refer to AWS documentation: [link] Fig: Distributed Load Testing on AWS architecture Learn more about DLT and AWS architecture. Reference : [link] Step 1: Create a CloudFormation stack for the DLT web console so users can access the dashboard and perform load tests. Please refer to the information below.

AWS 52

AWS Performance Applications Analysis 52

AWS Machine Learning - AI

NOVEMBER 22, 2024

The map functionality in Step Functions uses arrays to execute multiple tasks concurrently, significantly improving performance and scalability for workflows that involve repetitive operations. We're more than happy to provide further references upon request. after our text key to reference a node in this state’s JSON input.

Generative AI 66

Generative AI AWS Technical Review Backup 66

AWS Machine Learning - AI

NOVEMBER 21, 2024

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. On the SageMaker console, choose Create labeling job.

Video 69

Video Lambda AWS Generative AI 69

AWS Machine Learning - AI

OCTOBER 21, 2024

In this second part, we dive into the architectural considerations and development lifecycle practices that can help you build robust, scalable, and secure intelligent agents. Either way, you can use the Amazon Bedrock console to quickly create a default AWS Lambda function to get started implementing your actions or tools.

Generative AI 87

Generative AI Artificial Inteligence Applications AWS 87

AWS Machine Learning - AI

JULY 10, 2024

Now that you understand the concepts for semantic and hierarchical chunking, in case you want to have more flexibility, you can use a Lambda function for adding custom processing logic to chunks such as metadata processing or defining your custom logic for chunking. Make sure to create the Lambda layer for the specific open source framework.

Knowledge Base 128

Knowledge Base Artificial Inteligence Lambda Applications 128

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Event-driven compute with AWS Lambda is a good fit for compute-intensive, on-demand tasks such as document embedding and flexible large language model (LLM) orchestration, and Amazon API Gateway provides an API interface that allows for pluggable frontends and event-driven invocation of the LLMs.

Generative AI 86

Generative AI AWS Applications Serverless 86

AWS Machine Learning - AI

OCTOBER 14, 2024

Verified Permissions is a scalable permissions management and authorization service for custom applications built by you. In this post, the term region doesn’t refer to an AWS Region , but rather to a business-defined region. Both are capable of listing open claims, but only one is capable of reading claim detail and making changes.

Generative AI 75

Generative AI Applications Lambda Policies 75

Xebia

AUGUST 29, 2023

Transit VPCs are a specific hub-and-spoke network topology that attempts to make VPC peering more scalable. A target group can refer to Instances, IP addresses, a Lambda function or an Application Load Balancer. It is also possible to refer to an Auto Scaling Group and automatically add or remove instances as it scales.

AWS 130

AWS Load Balancer Microservices Lambda 130

AWS Machine Learning - AI

MAY 17, 2024

The evaluation test suite consists of hundreds of test product reviews, a reference response to the review, and a set of rules to evaluate the LLM response against the reference response. The second task then asks the LLM to compare the generated response to the reference response using the rules and generate an evaluation score.

Artificial Inteligence 131

Artificial Inteligence Generative AI Systems Review Software Review 131

InnovationM

FEBRUARY 9, 2023

For lambda expressions, we are not required to define the method every time for its implementation. For lambda expressions, we are not required to define the method every time for its implementation. Thus, Lambda Expressions ( -> ) in Java are treated as a “Function”. It offers less code thereby, increasing productivity.

Lambda 52

Lambda Examples Programming Performance 52

Gorilla Logic

SEPTEMBER 16, 2021

The three cloud providers we will be comparing are: AWS Lambda. Scalability, Limits, and Restrictions. AWS Lambda. Pricing: AWS Lambda (Lambda) implements a pay-per-request pricing model: Meter. . Additionally, Lambda provides a built-in Runtime API in case you have more specific requirements. Google Cloud.

Serverless 70

Serverless Lambda Cloud AWS 70

AWS Machine Learning - AI

FEBRUARY 19, 2024

For more details, refer to the Primer on Retrieval Augmented Generation, Embeddings, and Vector Databases section in Preview – Connect Foundation Models to Your Company Data Sources with Agents for Amazon Bedrock. For more information, refer to Model access. You will use this Lambda layer code later to create the Lambda function.

Knowledge Base 113

Knowledge Base Artificial Inteligence Applications Lambda 113

AWS Machine Learning - AI

MAY 7, 2024

Every time a new recording is uploaded to this folder, an AWS Lambda Transcribe function is invoked and initiates an Amazon Transcribe job that converts the meeting recording into text. This S3 event triggers the Notification Lambda function, which pushes the summary to an Amazon Simple Notification Service (Amazon SNS) topic.

Artificial Inteligence 125

Artificial Inteligence Meeting Generative AI AWS 125

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. For a detailed breakdown of the features and implementation specifics, refer to the comprehensive documentation in the GitHub repository.

Generative AI 105

Generative AI Applications AWS Knowledge Base 105

Stackery

AUGUST 11, 2020

Our secure delivery platform is used to ship Lambda functions, HTTP Gateways, Aurora database clusters, and many more services which you can view usage of in Anna’s blog on the topic. This could come from client JavaScript or from server-side infrastructure like Lambda-driven forms or video streaming services.

Serverless 95

Serverless Lambda AWS Architecture 95

Gorilla Logic

OCTOBER 21, 2022

Scalable : the architecture uses a message queue system to run an arbitrary number of workers. By default, the executor will run inside the scheduler, but production instances will often utilize workers for better scalability. It has been open source since the first commit and was announced as a top-level project by Apache in 2019.

Scalability 52

Scalability Data Examples Lambda 52

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Architecture The solution uses Amazon API Gateway , AWS Lambda , Amazon RDS, Amazon Bedrock, and Anthropic Claude 3 Sonnet on Amazon Bedrock to implement the backend of the application. He is passionate about helping enterprise customers build scalable , resilient and cost efficient Applications. Sukhomoy Basak is a Sr.

Generative AI 125

Generative AI Healthcare Artificial Inteligence Insurance 125

AWS Machine Learning - AI

JULY 30, 2024

For details of each Amazon Q subscription, refer to Amazon Q Business pricing. The response includes citations, with reference to sources. Amazon EventBridge generates events on a repeating interval (every 2 hours, every 6 hours, and so on) These events invoke the Lambda function S3CrawlLambdaFunction.

Media 102

Media Lambda AWS Video 102

AWS Machine Learning - AI

SEPTEMBER 25, 2024

After the documents are successfully copied to the S3 bucket, the event automatically invokes an AWS Lambda The Lambda function invokes the Amazon Bedrock knowledge base API to extract embeddings—essential data representations—from the uploaded documents. The upload event invokes a Lambda function.

Knowledge Base 116

Knowledge Base Artificial Inteligence Analysis AWS 116

CircleCI

JULY 22, 2022

Self-hosted runners allow you to host your own scalable execution environments in your private cloud or on-premises, giving you more flexibility to customize and control your CI/CD infrastructure. When configuring your service, refer to the systemd documentation if you need to make changes. The first step is to create a resource class.

AWS 98

AWS Lambda Meeting Software Review 98

AWS Machine Learning - AI

AUGUST 5, 2024

When a user queries the contents of the audio files through a generative AI application or AWS Lambda function, it makes an API call to Knowledge Bases for Amazon Bedrock. For instructions on transcribing with the AWS Management Console or AWS CLI, refer to the Amazon Transcribe Developer guide. We begin by specifying a data source.

Knowledge Base 105

Knowledge Base Artificial Inteligence Programming Generative AI 105