AWS Machine Learning - AI

MARCH 4, 2025

We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices. This scalability allows for more frequent and comprehensive reviews.

Generative AI 107

Generative AI Technical Review Software Review Systems Review 107

Linux Academy

JANUARY 22, 2020

Amazon S3 is an object storage service that is built to be scalable, high available, secure, and performant. Amazon S3 can also be used by other AWS resources of your choosing, so you can build applications in different services like EC2 and Lambda, and those applications can get access to data from S3 (like images and other files).

Cloud 28

Cloud Storage AWS Backup 28

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 94

Video Lambda AWS Generative AI 94

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 88

Generative AI AWS Technical Review Backup 88

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 109

Generative AI Applications AWS Knowledge Base 109

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Provide the troubleshooting steps to the user.

Lambda 63

Lambda Generative AI AWS Software Review 63

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 128

AWS Lambda Performance Artificial Inteligence 128

The Agile Monkey

DECEMBER 22, 2022

However, these tools may not be suitable for more complex data or situations requiring scalability and robust business logic. In short, Booster is a Low-Code TypeScript framework that allows you to quickly and easily create a backend application in the cloud that is highly efficient, scalable, and reliable. WTF is Booster?

Scalability 98

Scalability AWS Authentication Open Source 98

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 136

Artificial Inteligence AWS Lambda Metrics 136

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 98

Microservices Architecture Lambda AWS 98

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 endpoint lifecycle is orchestrated through dedicated AWS Lambda functions that handle creation and deletion.

Artificial Inteligence 66

Artificial Inteligence Open Source AWS Serverless 66

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 143

Lambda Generative AI AWS Microservices 143

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 139

Generative AI Lambda AWS Artificial Inteligence 139

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 127

Generative AI AWS Lambda Technical Review 127

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 139

AWS Lambda Generative AI Report 139

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

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 128

Artificial Inteligence Generative AI Lambda Healthcare 128

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 125

Technical Review Software Review Systems Review Lambda 125

AWS Machine Learning - AI

MARCH 20, 2025

The Asure team was manually analyzing thousands of call transcripts to uncover themes and trends, a process that lacked scalability. Staying ahead in this competitive landscape demands agile, scalable, and intelligent solutions that can adapt to changing demands. Architecture The following diagram illustrates the solution architecture.

Generative AI 79

Generative AI Artificial Inteligence Metrics AWS 79

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 120

Generative AI Artificial Inteligence Data AWS 120

Perficient

APRIL 4, 2025

With Pulumis modern IaC approach, you can move beyond traditional Terraform and CloudFormation and embracea more scalable, flexible, and efficient way to manage AWS resources. Experiment with More AWS Services Deploy API Gateway, Lambda, or DynamoDB. Explore Pulumi Stacks Manage multiple environments efficiently.

AWS 52

AWS Google Cloud Azure Policies 52

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.

Generative AI 135

Generative AI Artificial Inteligence Systems Review Software Review 135

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 133

Knowledge Base Artificial Inteligence Lambda Applications 133

AWS Machine Learning - AI

MARCH 5, 2025

Ground truth data in AI refers to data that is known to be factual, representing the expected use case outcome for the system being modeled. Document Section Targeting - Reference specific sections when the information location is relevant - Example: "In Section [X] of [Document Name], what are the steps for [specific process]?"

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

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

High Scalability

APRIL 19, 2019

matthew_d_green : I spent the year before Heartbleed visiting important people in DC trying to convince them OpenSSL was a mess, and they should fund it as “critical infrastructure” They laughed and told me that term referred to dams and power plants. They'll learn a lot and hold you in awe. Tim Cook : No. So many more quotes.

Scalability 11

Scalability Internet Lambda Survey 11

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 92

Lambda Knowledge Base AWS Generative AI 92

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 105

Generative AI Lambda Applications AWS 105

AWS Machine Learning - AI

NOVEMBER 14, 2024

If you’re new to Amazon EC2, refer to the Amazon EC2 User Guide. You can trigger the processing of these invoices using the AWS CLI or automate the process with an Amazon EventBridge rule or AWS Lambda trigger. Access to Anthropic’s Claude 3 Sonnet in Amazon Bedrock. This tutorial we will use the local machine for project setup.

Software Review 106

Software Review Technical Review AWS Artificial Inteligence 106

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 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 129

Artificial Inteligence Meeting AWS Generative AI 129

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 121

Knowledge Base Artificial Inteligence Applications Lambda 121

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 Azure 70

O'Reilly Media - Ideas

NOVEMBER 19, 2018

Many new items have been added, including a chapter devoted to lambdas and streams. Java 8 in Action: Lambdas, streams, and functional-style programming — Raoul-Gabriel Urma, Mario Fusco, and Alan Mycroft cover lambdas, streams, and functional-style programming in this clearly written guide to to the new features of Java 8.

Resources 74

Resources Lambda Programming Construction 74

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

Kaseya

MAY 13, 2021

The public cloud infrastructure is heavily based on virtualization technologies to provide efficient, scalable computing power and storage. Cloud adoption also provides businesses with flexibility and scalability by not restricting them to the physical limitations of on-premises servers. Scalability and Elasticity.

Google Cloud 122

Google Cloud Azure AWS Cloud 122

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 91

Generative AI AWS Applications Serverless 91