AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. Give the project a name (for example, crm-agent ).

Generative AI 101

Generative AI Systems Review System Lambda 101

AWS Machine Learning - AI

JANUARY 13, 2025

BQA reviews the performance of all education and training institutions, including schools, universities, and vocational institutes, thereby promoting the professional advancement of the nations human capital. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 98

Education Report Technical Review Generative AI 98

AWS Machine Learning - AI

OCTOBER 29, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies such as AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through 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 105

Generative AI Applications AWS Knowledge Base 105

Xebia

MARCH 8, 2023

This is the fourth post in the Lambda Calculus Through JavaScript series. If you’re just joining us, make sure to go back and start with Lambda calculus through JavaScript, part 1. As usual, we’ll discover that lambda calculus gives us the ingredients to introduce this concept without extending the language, just by translation.

Lambda 130

Lambda Fashion Programming Exercises 130

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. It contains services used to onboard, manage, and operate the environment, for example, to onboard and off-board tenants, users, and models, assign quotas to different tenants, and authentication and authorization microservices.

Generative AI 107

Generative AI AWS Artificial Inteligence Enterprise 107

AWS Machine Learning - AI

NOVEMBER 1, 2024

For example, the claims processing team established an application inference profile with tags such as dept:claims , team:automation , and app:claims_chatbot. Organizations should maintain a cache with a Time-To-Live (TTL) based on the API’s output to optimize performance and reduce API calls.

Generative AI 135

Generative AI AWS Artificial Inteligence Budget 135

AWS Machine Learning - AI

MARCH 13, 2025

You can also use batch inference to improve the performance of model inference on large datasets. 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.

Artificial Inteligence 93

Artificial Inteligence Systems Review System Generative AI 93

Xebia

OCTOBER 25, 2024

Plus, when you have a practical example, it’s also easier to explain to my wife and friends. This allows you to use a Lambda function to use business logic to decide whether the call can be performed. Conclusion Real-world examples help illustrate our options for serverless technology. But some steps can be automated!

Serverless 130

Serverless Technical Review Lambda AWS 130

AWS Machine Learning - AI

MARCH 13, 2025

These AI agents have demonstrated remarkable versatility, being able to perform tasks ranging from creative writing and code generation to data analysis and decision support. Agent broker architecture Messages sent to EventBridge are routed through an EventBridge rule to Lambda.

Artificial Inteligence 85

Artificial Inteligence Lambda Travel Generative AI 85

AWS Machine Learning - AI

NOVEMBER 21, 2024

When creating a scene of a person performing a sequence of actions, factors like the timing of movements, visual consistency, and smoothness of transitions contribute to the quality. For example, in speech generation, an unnatural pause might last only a fraction of a second, but its impact on perceived quality is significant.

Video 90

Video Lambda AWS Generative AI 90

AWS Machine Learning - AI

FEBRUARY 11, 2025

Additionally, we use various AWS services, including AWS Amplify for hosting the front end, AWS Lambda functions for handling request logic, Amazon Cognito for user authentication, and AWS Identity and Access Management (IAM) for controlling access to the agent. The function uses a geocoding service or database to perform this lookup.

Virtualization 76

Virtualization Lambda AWS Authentication 76

Modus Create

FEBRUARY 20, 2020

Lambda@Edge is Amazon Web Services’s (AWS’s) Lambda service run on the Amazon CloudFront Global Edge Network. There are numerous measures you can take to improve security with Lambda@Edge. Lambda@Edge provides you with the ability to customize headers after responses have left the origin. X-XSS-Protection.

Lambda 110

Lambda Transportation Software Review Policies 110

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 123

AWS Lambda Performance Artificial Inteligence 123

AWS Machine Learning - AI

NOVEMBER 19, 2024

Seamlessly integrate with APIs – Interact with existing business APIs to perform real-time actions such as transaction processing or customer data updates directly through email. Monitoring – Monitors system performance and user activity to maintain operational reliability and efficiency.

Knowledge Base 95

Knowledge Base Generative AI Technical Review AWS 95

AWS Machine Learning - AI

NOVEMBER 14, 2024

If an image is uploaded, it is stored in Amazon Simple Storage Service (Amazon S3) , and a custom AWS Lambda function will use a machine learning model deployed on Amazon SageMaker to analyze the image to extract a list of place names and the similarity score of each place name. Here is an example from LangChain.

Artificial Inteligence 105

Artificial Inteligence Generative AI Travel AWS 105

AWS Machine Learning - AI

FEBRUARY 25, 2025

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 through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Lambda 61

Lambda Generative AI AWS Software Review 61

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.

Lambda 82

Lambda AWS Serverless Microservices 82

AWS Machine Learning - AI

OCTOBER 11, 2024

Event-driven operations management Operational events refer to occurrences within your organization’s cloud environment that might impact the performance, resilience, security, or cost of your workloads. Figure – use case example 1 The virtual event supervisor filters out noise based on your policies, as illustrated in the following figure.

Cloud 93

Cloud AWS Serverless Microservices 93

Xebia

AUGUST 15, 2023

I used the following code to do this: package main import ( "context" "github.com/aws/aws-sdk-go-v2/config" "github.com/aws/aws-sdk-go-v2/service/s3" "time" "log" "os" ) type Request struct {} type Response struct {} type Lambda struct { s3Client *s3.Client PutObjectInput) (*s3.PutObjectOutput,

AWS 130

AWS Lambda Test-Driven Development Testing 130

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. The URI is the path to the application that the user is accessing.

Lambda 72

Lambda AWS Software Engineering Engineering 72

Xebia

AUGUST 8, 2023

An example would be retrieving a total at a specific point in time based on a list of transactions. Given this query, the getTotalByOwner function in transaction/lambda/database.ts We can therefore save a bit of storage space by adding a summary every X records (10 in the code example). Another use case is slightly different.

Performance 130

Performance Data Lambda Storage 130

Xebia

DECEMBER 19, 2023

In one of my previous blogs I wrote why I switched to compiled languages for my lambda functions. But using Golang for your lambda functions does add some challenges. This is because each lambda function needs to be its own module. This is now scattered over your lambda functions. files, forming its own module.

Serverless 147

Serverless Lambda Software Review Technical Review 147

Xebia

JUNE 8, 2023

When you write lambda functions that only contain logic to perform a single task they are easier to test. The orchestration is then performed by StepFunctions by defining a state machine. Lets use an example Lets say one of the input parameters is an object location on S3. Sounds great, do you have an example for me?

Serverless 130

Serverless Applications Lambda AWS 130

AWS Machine Learning - AI

MARCH 18, 2025

This information can be used to support decision-making processes, such as site selection for future clinical trials, based on historical performance and compliance data. Continuous learning and improvement As more data is processed, the LLM can continuously learn and refine its recommendations, improving its performance over time.

Artificial Inteligence 77

Artificial Inteligence Technical Review Healthcare Systems Review 77

The Agile Monkey

JULY 4, 2019

Have you ever wondered whether your AWS Lambda could be faster if you used a different runtime? AWS Lambda allows us to execute code in the cloud without needing to provision anything. As an addition to all the available runtimes in AWS Lambda, AWS announced Custom Runtimes at Re:Invent 2018. Rust, Node.js 8.10, C# (.NET

Lambda 66

Lambda AWS Comparison Serverless 66

Xebia

JULY 4, 2023

When using AWS API Gateway you can use the AWS Lambda authorizer for HTTP APIs to authorize the requests. In this blog I will show you how to validate a JWT token signed with KMS in a Lambda using the Golang runtime. How to set up the Lambda Authorizer Below you find Golang Lambda code, the code can also be found on GitHub.

AWS 130

AWS Lambda Resources Performance 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 135

Generative AI Lambda AWS Artificial Inteligence 135

Honeycomb

JANUARY 10, 2020

We’re big fans of AWS Lambda at Honeycomb. As you may have read , we recently made some major improvements to our storage engine by leveraging Lambda to process more data in less time. For this project, that meant getting instrumentation out of Lambda and into Honeycomb. The instrumentation performance tax.

Lambda 52

Lambda Examples Serverless AWS 52

Hacker Earth Developers Blog

MARCH 3, 2020

The best example to demonstrate conciseness is the way of creating a class (also known as POJO for Java users) with the getters, setters, equals(), hashCode(), toString(), and copy() methods. This operation can be performed by using the following line of code: data class User(val name: String, val email: String, val address: String).

Software Review 49

Software Review Systems Review Exercises Course 49

AWS Machine Learning - AI

FEBRUARY 26, 2024

However, as these models continue to grow in size and complexity, monitoring their performance and behavior has become increasingly challenging. Monitoring the performance and behavior of LLMs is a critical task for ensuring their safety and effectiveness. The file saved on Amazon S3 creates an event that triggers a Lambda function.

Artificial Inteligence 132

Artificial Inteligence AWS Lambda Metrics 132

The Agile Monkey

JULY 15, 2019

We continue benchmarking AWS Lambda… In Part I of this blog we tested the performance of a Hello World example for 8 different runtimes and got us some very interesting metrics. have great performance Benchmarking process In this case, we reduced the number of runtimes we benchmarked down to 5, Python 3.6,

Lambda 66

Lambda AWS Software Review Serverless 66

Linux Academy

MARCH 29, 2019

The course has three new sections (and Lambda Versioning and Aliases plays an important part in the Lambda section): Deployment Pipelines. AWS Lambda, and. AWS Lambda and Serverless Concepts. Now to be clear, it is not Lambda’s sole purpose to work with CloudFormation, but it is certainly a common use case.

Lambda 60

Lambda AWS Serverless DevOps 60

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. Choose the default embeddings model.

Software Review 130

Software Review Infrastructure Lambda Generative AI 130

AWS Machine Learning - AI

MARCH 5, 2025

These benchmarks are essential for tracking performance drift over time and for statistically comparing multiple assistants in accomplishing the same task. Additionally, they enable quantifying performance changes as a function of enhancements to the underlying assistant, all within a controlled setting.

Generative AI 72

Generative AI Systems Review Artificial Inteligence Software Review 72

Xebia

AUGUST 1, 2023

Caching is a useful technique to improve performance or avoid overload of services. In this blog I will show how to implement a cache using DynamoDB and a lambda written in TypeScript. In a follow-up blog I’ll show another technique to improve the performance of queries on largish datasets.

Lambda 130

Lambda AWS Infrastructure Performance 130

AWS Machine Learning - AI

JANUARY 22, 2025

Prerequisites For this example, you need the following: An AWS account and a user with an AWS Identity and Access Management (IAM) role authorized to use Bedrock. For an example of how to create a travel agent, refer to Agents for Amazon Bedrock now support memory retention and code interpretation (preview).

Travel 121

Travel Hotels AWS Generative AI 121

Xebia

SEPTEMBER 26, 2022

Everything that a DSL can do is also possible using general, ‘non-specific’ language features, such as methods and lambdas. Let’s look at two examples from Spring Boot where domain-specific languages shine. The first example is the Bean Definition DSL which registers beans using lambdas instead of annotations.

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Lambda Construction Examples Course 130