AWS Machine Learning - AI

MARCH 13, 2025

Conversely, asynchronous event-driven systems offer greater flexibility and scalability through their distributed nature. While this approach may introduce more complexity in tracking and debugging workflows, it excels in scenarios requiring high scalability, fault tolerance, and adaptive behavior.

Artificial Inteligence 92

Artificial Inteligence Lambda Generative AI Travel 92

AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority. However, there are considerations to keep in mind.

Generative AI 141

Generative AI AWS Artificial Inteligence Budget 141

AWS Machine Learning - AI

JANUARY 13, 2025

Amazon SQS serves as a buffer, enabling the different components to send and receive messages in a reliable manner without being directly coupled, enhancing scalability and fault tolerance of the system. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 109

Education Report Technical Review Generative AI 109

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 81

Virtualization Lambda AWS Authentication 81

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 103

Generative AI Technical Review Software Review Systems Review 103

Dzone - DevOps

AUGUST 15, 2023

When used to construct microservices, AWS Lambda provides a route to craft scalable and flexible cloud-based applications. AWS Lambda supports code execution without server provisioning or management, rendering it an appropriate choice for microservices architecture.

Lambda 97

Lambda Microservices AWS Construction 97

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. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval. For example, in one common scenario with Cognito that accesses resources with API Gateway and Lambda with a user pool.

Generative AI 112

Generative AI AWS Artificial Inteligence Enterprise 112

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.

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Lambda Generative AI AWS Software Review 63

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 101

Video Lambda AWS Generative AI 101

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

ParkMyCloud

MAY 20, 2019

Today’s entry into our exploration of public cloud prices focuses on AWS Lambda pricing. In this article, we’ll take a look at the Lambda pricing model, and some things you need to keep in mind when estimating costs for serverless infrastructure. How AWS Lambda Pricing Works. AWS Lambda pricing is based on what you use.

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Lambda AWS Serverless Microservices 82

AWS Machine Learning - AI

OCTOBER 29, 2024

Although the implementation is straightforward, following best practices is crucial for the scalability, security, and maintainability of your observability infrastructure. Implementation and best practices The solution is designed to be modular and flexible so you can customize it according to your specific requirements.

Generative AI 111

Generative AI Applications AWS Knowledge Base 111

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. Furthermore, our solutions are designed to be scalable, ensuring that they can grow alongside your business.

Generative AI 97

Generative AI AWS Technical Review Backup 97

LaunchDarkly

JUNE 5, 2019

The solution that we devised emerged after the Amazon Web Services (AWS) launched Lambda@Edge in mid-2017. We had already been using the powerful Lambda platform for certain infrastructure tasks and heavy lifting in AWS. Lambda@Edge NodeJS goodness. In our initial testing, Lambda@Edge performed well, within a Region.

Lambda 72

Lambda AWS Software Engineering Engineering 72

OverOps

SEPTEMBER 25, 2018

Plus, JEP 333 introduces the experimental ZGC , a scalable low-latency garbage collector. JEP 323 , which will “allow var to be used when declaring the formal parameters of implicitly typed lambda expressions,” is the most visible change in JDK 11 because it will have the most direct impact on how developers actually write code.

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Lambda Scalability Games Course 257

Honeycomb

DECEMBER 12, 2019

Enter AWS Lambda. Amazon’s marketing of Lambda focuses on its use cases for data pipelines and as the basis of serverless API backends, but doesn’t dwell on what the service actually is: CPUs on demand, sold in 100ms increments. We use Lambda to accelerate the “secondary” part of secondary storage queries.

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Lambda Storage Serverless Performance 86

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.

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AWS Lambda Performance Artificial Inteligence 127

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 138

Generative AI Lambda AWS Artificial Inteligence 138

High Scalability

FEBRUARY 22, 2019

PaulDJohnston : Lambda done badly is still better than Kubernetes done well. Don't miss all that the Internet has to say on Scalability, click below and become eventually consistent with all scalability knowledge (which means this post has many more items to read so please keep on reading).

Scalability 15

Scalability Internet Software Review Lambda 15

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

MARCH 13, 2025

The Lambda function spins up an Amazon Bedrock batch processing endpoint and passes the S3 file location. The second Lambda function performs the following tasks: It monitors the batch processing job on Amazon Bedrock. Amazon Bedrock batch processes this single JSONL file, where each row contains input parameters and prompts.

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Artificial Inteligence Systems Review System Generative AI 95

AWS Machine Learning - AI

JULY 11, 2024

Diagram analysis and query generation : The Amazon Bedrock agent forwards the architecture diagram location to an action group that invokes an AWS Lambda. An AWS account with the appropriate IAM permissions to create Amazon Bedrock agents and knowledge bases, Lambda functions, and IAM roles.

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Software Review Infrastructure Lambda Generative AI 137

AWS Machine Learning - AI

AUGUST 13, 2024

The Standard from processing steps are as follows: A user upload images of paper forms (PDF, PNG, JPEG) to Amazon Simple Storage Service (Amazon S3), a highly scalable and durable object storage service. The SQS message invokes an AWS Lambda The Lambda function is responsible for processing the new form data.

Healthcare 129

Healthcare Artificial Inteligence Analysis Lambda 129

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.

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Lambda Serverless AWS Architecture 61

Confluent

SEPTEMBER 19, 2023

Discover the top 5 best practices for building event-driven architectures using Confluent and AWS Lambda. Learn how to optimize your architecture for scalability, reliability, and performance.

Lambda 69

Lambda Architecture AWS Scalability 69

Erik Bernhardsson

OCTOBER 18, 2022

Infinite scalability. I'm excited for a world where a normal software developer doesn't need to know about CIDR blocks to connect a Lambda with an RDS instance. Some (very small subset of) backend developers who run all their code in Lambda containers, even during development. I think we might be early though? Fewer constraints.

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Cloud Lambda Software Engineering AWS 273

AWS Machine Learning - AI

APRIL 24, 2024

They provide a strategic advantage for developers and organizations by simplifying infrastructure management, enhancing scalability, improving security, and reducing undifferentiated heavy lifting. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 136

Artificial Inteligence Lambda Knowledge Base IoT 136

Dzone - DevOps

APRIL 24, 2023

Today, most organizations prefer to host applications and services on the cloud due to ease of deployment, high security, scalability, and cheap maintenance costs over on-premise infrastructure. Cloud computing has revolutionized the software industry in the last 10 years.

AWS 98

AWS Lambda Software Review Machine Learning 98

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 129

Generative AI AWS Lambda Technical Review 129

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

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. Architecture The following figure shows the architecture of the solution.

Artificial Inteligence 109

Artificial Inteligence Generative AI Travel AWS 109

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 138

Artificial Inteligence AWS Lambda Metrics 138

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

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 141

AWS Lambda Generative AI Report 141

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

Dzone - DevOps

OCTOBER 21, 2024

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. This architecture eliminates the need for any server management while providing on-demand scalability and cost-efficiency. Before we dive in, ensure that you have the following:

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Serverless Analysis Lambda Technology 98

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 134

Knowledge Base Artificial Inteligence Lambda Applications 134