Lambda, Reference and Scalability

Automate Amazon Bedrock batch inference: Building a scalable and efficient pipeline

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.

Scalability

Scalability Lambda Generative AI AWS

Amazon S3 Reference for the Cloud Practitioner

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

Cloud Storage AWS Backup

Intelligent healthcare forms analysis with Amazon Bedrock

AWS Machine Learning - AI

AUGUST 13, 2024

Handling large volumes of data, extracting unstructured data from multiple paper forms or images, and comparing it with the standard or reference forms can be a long and arduous process, prone to errors and inefficiencies. The SQS message invokes an AWS Lambda The Lambda function is responsible for processing the new form data.

Healthcare

Healthcare Artificial Inteligence Analysis Lambda

Techniques and approaches for monitoring large language models on AWS

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

Artificial Inteligence AWS Lambda Metrics

Create a generative AI–powered custom Google Chat application using Amazon Bedrock

AWS Machine Learning - AI

OCTOBER 31, 2024

Before processing the request, a Lambda authorizer function associated with the API Gateway authenticates the incoming message. After it’s authenticated, the request is forwarded to another Lambda function that contains our core application logic. This request contains the user’s message and relevant metadata.

Generative AI

Generative AI Lambda Applications AWS

CBRE and AWS perform natural language queries of structured data using Amazon Bedrock

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

AWS Lambda Performance Artificial Inteligence

Build scalable Low-Code backends with Booster

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

Scalability AWS Authentication Open Source

Use Amazon Bedrock Agents for code scanning, optimization, and remediation

AWS Machine Learning - AI

NOVEMBER 27, 2024

The Amazon Bedrock agent forwards the details to an action group that invokes a Lambda function. Upon completion, the action group (Lambda function) sends the information back to the Amazon Bedrock agent, which then displays the status to the user. This gives your agent access to required services, such as Lambda.

Software Review

Software Review Lambda Generative AI Artificial Inteligence

Use Sidecar Pattern in AWS Lambda To Optimize Your Microservices Architecture

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

Microservices Architecture Lambda AWS

Transform one-on-one customer interactions: Build speech-capable order processing agents with AWS and generative AI

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

Generative AI Lambda AWS Artificial Inteligence

Automate the process to change image backgrounds using Amazon Bedrock and AWS Step Functions

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

AWS Lambda Generative AI Report

Build an internal SaaS service with cost and usage tracking for foundation models on Amazon Bedrock

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

Lambda Generative AI AWS Microservices

Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

AWS Machine Learning - AI

NOVEMBER 7, 2024

The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information. The Lambda function processes the OpenSearch Service results and formats them for the Amazon Bedrock agent.

Lambda

Lambda Enterprise Automotive Knowledge Base

Accenture creates a regulatory document authoring solution using AWS generative AI services

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

Generative AI AWS Lambda Technical Review

Modernizing on AWS: Strategies, Benefits, and Partnerships with Xebia

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

AWS Strategy Serverless Microservices

Medical content creation in the age of generative AI

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

Artificial Inteligence Generative AI Lambda Healthcare

Building a virtual meteorologist using Amazon Bedrock Agents

AWS Machine Learning - AI

FEBRUARY 11, 2025

Although weather information is accessible through multiple channels, businesses that heavily rely on meteorological data require robust and scalable solutions to effectively manage and use these critical insights and reduce manual processes. Solution overview The diagram gives an overview and highlights the key components.

Virtualization

Virtualization Lambda AWS Authentication

Analyze customer reviews using Amazon Bedrock

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

Technical Review Software Review Systems Review Generative AI

How Vidmob is using generative AI to transform its creative data landscape

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

Generative AI Artificial Inteligence Data AWS

Building Generative AI prompt chaining workflows with human in the loop

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

Generative AI Artificial Inteligence Systems Review Software Review

Build a multi-tenant generative AI environment for your enterprise on AWS

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

Generative AI AWS Artificial Inteligence Enterprise

Accelerate your financial statement analysis with Amazon Bedrock and generative AI

AWS Machine Learning - AI

NOVEMBER 13, 2024

An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket. The analysis results are returned to the S3 bucket through a Lambda function and stored there. Amazon DynamoDB provides a fast, scalable way to store and retrieve metadata and analysis results to display to users.

Generative AI

Generative AI Analysis Lambda AWS

Knowledge Bases for Amazon Bedrock now supports advanced parsing, chunking, and query reformulation giving greater control of accuracy in RAG based applications

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

Knowledge Base Artificial Inteligence Lambda Applications

Build a contextual chatbot application using Knowledge Bases for Amazon Bedrock

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

Knowledge Base Artificial Inteligence Applications Lambda

Putting the stack in JAMstack

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

Serverless Lambda AWS Architecture

Stuff The Internet Says On Scalability For April 19th, 2019

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

Scalability Internet Lambda Survey

Accelerate migration portfolio assessment using Amazon Bedrock

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

Lambda Knowledge Base AWS Generative AI

Integrate dynamic web content in your generative AI application using a web search API and Amazon Bedrock Agents

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

Generative AI Lambda Applications AWS

Can VPC Lattice replace AWS Transit Gateway?

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

AWS Load Balancer Microservices Lambda

Boost employee productivity with automated meeting summaries using Amazon Transcribe, Amazon SageMaker, and LLMs from Hugging Face

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

Artificial Inteligence Meeting AWS Generative AI

Deploy a serverless web application to edit images using Amazon Bedrock

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

Serverless Applications Lambda AWS

Enhance speech synthesis and video generation models with RLHF using audio and video segmentation in Amazon SageMaker

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

Video Lambda AWS Generative AI

Orchestrate generative AI workflows with Amazon Bedrock and AWS Step Functions

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

Generative AI AWS Technical Review Backup

Going Serverless: Comparing Cloud Providers

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

Serverless Lambda Cloud AWS

Automate cloud security vulnerability assessment and alerting using Amazon Bedrock

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

Lambda Cloud AWS Generative AI

Automatically scale self-hosted runners in AWS to meet demand

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

AWS Lambda Meeting Software Review

Empower your generative AI application with a comprehensive custom observability solution

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

Generative AI Applications AWS Knowledge Base

AWS vs. Azure vs. Google Cloud: Comparing Cloud Platforms

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

Google Cloud Azure AWS Cloud

Build RAG-based generative AI applications in AWS using Amazon FSx for NetApp ONTAP with Amazon Bedrock

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

Generative AI AWS Applications Serverless

Design secure generative AI application workflows with Amazon Verified Permissions and Amazon Bedrock Agents

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

Generative AI Applications Lambda Policies

Enhance your media search experience using Amazon Q Business and Amazon Transcribe

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

Media Lambda AWS Video

How healthcare payers and plans can empower members with generative AI

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

Generative AI Healthcare Artificial Inteligence Insurance

Search enterprise data assets using LLMs backed by knowledge graphs

AWS Machine Learning - AI

NOVEMBER 27, 2024

In the context of enterprise data asset search powered by a metadata catalog hosted on services such Amazon DataZone, AWS Glue, and other third-party catalogs, knowledge graphs can help integrate this linked data and also enable a scalable search paradigm that integrates metadata that evolves over time. raw_customer".

Enterprise

Enterprise Artificial Inteligence Data Knowledge Base

Build an Amazon Bedrock based digital lending solution on AWS

AWS Machine Learning - AI

JANUARY 9, 2025

The loan handler AWS Lambda function uses the information in the KYC documents to check the credit score and internal risk score. The notification Lambda function emails information about the loan application to the customer. The Lambda function can be integrated with external credit APIs. AWS CDK : 2.143.0

AWS

AWS Knowledge Base Generative AI Lambda

Automate Amazon Bedrock batch inference: Building a scalable and efficient pipeline

Amazon S3 Reference for the Cloud Practitioner

Trending Sources

Intelligent healthcare forms analysis with Amazon Bedrock

Techniques and approaches for monitoring large language models on AWS

Create a generative AI–powered custom Google Chat application using Amazon Bedrock

CBRE and AWS perform natural language queries of structured data using Amazon Bedrock

Build scalable Low-Code backends with Booster

Use Amazon Bedrock Agents for code scanning, optimization, and remediation

Use Sidecar Pattern in AWS Lambda To Optimize Your Microservices Architecture

Transform one-on-one customer interactions: Build speech-capable order processing agents with AWS and generative AI

Automate the process to change image backgrounds using Amazon Bedrock and AWS Step Functions

Build an internal SaaS service with cost and usage tracking for foundation models on Amazon Bedrock

Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

Accenture creates a regulatory document authoring solution using AWS generative AI services

Modernizing on AWS: Strategies, Benefits, and Partnerships with Xebia

Medical content creation in the age of generative AI

Building a virtual meteorologist using Amazon Bedrock Agents

Analyze customer reviews using Amazon Bedrock

How Vidmob is using generative AI to transform its creative data landscape

Building Generative AI prompt chaining workflows with human in the loop

Build a multi-tenant generative AI environment for your enterprise on AWS

Accelerate your financial statement analysis with Amazon Bedrock and generative AI

Knowledge Bases for Amazon Bedrock now supports advanced parsing, chunking, and query reformulation giving greater control of accuracy in RAG based applications

Build a contextual chatbot application using Knowledge Bases for Amazon Bedrock

Putting the stack in JAMstack

Stuff The Internet Says On Scalability For April 19th, 2019

Accelerate migration portfolio assessment using Amazon Bedrock

Integrate dynamic web content in your generative AI application using a web search API and Amazon Bedrock Agents

Can VPC Lattice replace AWS Transit Gateway?

Boost employee productivity with automated meeting summaries using Amazon Transcribe, Amazon SageMaker, and LLMs from Hugging Face

Deploy a serverless web application to edit images using Amazon Bedrock

Enhance speech synthesis and video generation models with RLHF using audio and video segmentation in Amazon SageMaker

Orchestrate generative AI workflows with Amazon Bedrock and AWS Step Functions

Going Serverless: Comparing Cloud Providers

Automate cloud security vulnerability assessment and alerting using Amazon Bedrock

Automatically scale self-hosted runners in AWS to meet demand

Empower your generative AI application with a comprehensive custom observability solution

AWS vs. Azure vs. Google Cloud: Comparing Cloud Platforms

Build RAG-based generative AI applications in AWS using Amazon FSx for NetApp ONTAP with Amazon Bedrock

Design secure generative AI application workflows with Amazon Verified Permissions and Amazon Bedrock Agents

Enhance your media search experience using Amazon Q Business and Amazon Transcribe

How healthcare payers and plans can empower members with generative AI

Search enterprise data assets using LLMs backed by knowledge graphs

Build an Amazon Bedrock based digital lending solution on AWS

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