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. With deterministic evaluation processes such as the Factual Knowledge and QA Accuracy metrics of FMEval , ground truth generation and evaluation metric implementation are tightly coupled.

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

AWS Machine Learning - AI

AUGUST 21, 2024

Visualization – Generate business intelligence (BI) dashboards that display key metrics and graphs. These metrics can be tracked over time, allowing for continuous monitoring and performance to maintain or improve the customer experience. The function then invokes an FM of choice on Amazon Bedrock.

Technical Review 125

Technical Review Software Review Systems Review Lambda 125

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

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 52

Lambda Software Review AWS Serverless 52

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

Lambda 52

Lambda AWS Data Serverless 52

Honeycomb

FEBRUARY 22, 2022

A long time ago, in a galaxy far, far away, I said a lot of inflammatory things about metrics. Metrics are s**t salad.”. Metrics are simply nerfed dimensions.”. Metrics suck ,” “metrics are legacy ,” “metrics and time series aggregates will f **g kneecap you.”. Metrics aren’t worthless; they’re just limited.

Software Review 111

Software Review Metrics Systems Review Tools 111

AWS Machine Learning - AI

AUGUST 26, 2024

API Gateway instantiates an AWS Step Functions The state machine orchestrates the AI/ML services Amazon Transcribe and Amazon Bedrock and the NoSQL data store Amazon DynamoDB using AWS Lambda functions. We can call the Amazon Bedrock API directly from the Step Functions workflow to save on Lambda compute cost.

Generative AI 119

Generative AI AWS 3D Video 119

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

AUGUST 15, 2024

The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function. Users can also send requests to this Lambda function through Amazon Alexa devices. input – A placeholder for the current user utterance or question.

Artificial Inteligence 125

Artificial Inteligence Generative AI Knowledge Base Lambda 125

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

Xebia

JANUARY 8, 2024

You can also enable advanced metrics and recommendations features for extra assistance and information, all of which can help you learn how to configure Lifecycle rules for S3 buckets. Key metrics like GET requests and Download Bytes help determine your buckets’ daily access frequency.

Storage 147

Storage AWS Backup Policies 147

Trigent

JUNE 28, 2021

Here, the AWS Services used are AWS Cloudwatch, SNS, and Lambda. Instead, you will have to create a simple Lambda function which calls the Bot API and forwards the notifications to a Telegram chat. Here in our case, the Telegram bot will be operated by a Lambda function which sends a notification to Telegram chat on behalf of the bot.

Lambda 52

Lambda AWS How To Metrics 52

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 40

Lambda Software Review AWS Serverless 40

CircleCI

SEPTEMBER 3, 2020

The simple metrics-based scaling policies that ASGs provide aren’t quite sufficient to model this. An SNS Topic to trigger the Lambda Function to implement the Lifecycle hook action. A Lambda will execute “nomad node drain -enable” command through AWS SSM on the designated node. AWS Lambda function and SSM agent document.

AWS 89

AWS Groups Lambda Policies 89

AWS Machine Learning - AI

OCTOBER 2, 2024

You can securely integrate and deploy generative AI capabilities into your applications using services such as AWS Lambda , enabling seamless data management, monitoring, and compliance (for more details, see Monitoring and observability ). To learn more, see Log Amazon Bedrock API calls using AWS CloudTrail.

Generative AI 122

Generative AI Artificial Inteligence AWS Government 122

AWS Machine Learning - AI

AUGUST 26, 2024

For example, “Cross-reference generated figures with golden source business data.” This involves benchmarking new models against our current selections across various metrics, running A/B tests, and gradually incorporating high-performing models into our production pipeline.

Generative AI 125

Generative AI AWS Artificial Inteligence Technical Review 125

Hacker Earth Developers Blog

SEPTEMBER 24, 2018

We will learn topics such as intersection over area metrics, non maximal suppression, multiple object detection, anchor boxes, etc. Intersection over Union ( IoU ) is an evaluation metric that is used to measure the accuracy of an object detection algorithm. To calculate this metric, we need: The ground truth bounding boxes (i.e.

Video 190

Video Training Software Review Testing 190

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 108

Media Lambda AWS Video 108

AWS Machine Learning - AI

MARCH 19, 2024

For more information, refer to Set up permissions for batch inference. Refer to Run batch inference to access batch inference APIs via custom SDKs. The resulting Amazon S3 events trigger a Lambda function that inserts a message to an SQS queue. Lambda function B. Access to models hosted on Amazon Bedrock. SQS queue C.

Performance 129

Performance Lambda Technical Review AWS 129

Gorilla Logic

SEPTEMBER 16, 2021

The three cloud providers we will be comparing are: AWS Lambda. AWS Lambda. Pricing: AWS Lambda (Lambda) implements a pay-per-request pricing model: Meter. . This allows expenses to be easily tracked and monitored so that your Lambda-specific budget can be kept under control. . Azure Functions. Google Cloud.

Serverless 70

Serverless Lambda Cloud Azure 70

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 118

Knowledge Base Artificial Inteligence Analysis AWS 118

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

Perficient

JANUARY 6, 2023

Identity Provider Lambda Policy: This is a policy that allows our Identity Provider serverless function to create users that will be able to access our contact center. This policy allows for the invocation of async and synchronous Lambda functions from all resources in AWS as well as creating logs in CloudWatch logs.

Lambda 69

Lambda AWS Policies Serverless 69

Confluent

JULY 10, 2019

The full code for building and testing our DECODE() function is included in the functions subproject directory , but for easy reference, we’ll have a look at a few snippets. We provide the functions: prefix to reference the subproject directory with our code. applicationName = 'wordcount-lambda-example'. // Default artifact naming.

Lambda 89

Lambda Analytics Testing Groups 89

AWS Machine Learning - AI

DECEMBER 6, 2023

When answering a new question in real time, the input question is converted to an embedding, which is used to search for and extract the most similar chunks of documents using a similarity metric, such as cosine similarity, and an approximate nearest neighbors algorithm. The search precision can also be improved with metadata filtering.

Artificial Inteligence 125

Artificial Inteligence Analytics Knowledge Base Lambda 125

AWS Machine Learning - AI

SEPTEMBER 30, 2024

To set up SageMaker Studio, refer to Launch Amazon SageMaker Studio. Refer to the SageMaker JupyterLab documentation to set up and launch a JupyterLab notebook. For more details, refer to Evaluate Bedrock Imported Models. The FMEval library supports these metrics for the QA Accuracy algorithm.

Artificial Inteligence 89

Artificial Inteligence Generative AI AWS Software Review 89

Perficient

FEBRUARY 20, 2023

Note: The stack will not work if the Lambdas folder is not present. This folder will need to be embedded within the lib folder created when we initialized the project. Inside that Lambdas folder, we’re going to create a file called connect-dynamo.js As for our props, we pick our language or runtime.

Serverless 64

Serverless AWS Lambda Infrastructure 64

Netflix Tech

JULY 30, 2019

Below is a snapshot of our Kibana dashboard which shows the workflow execution metrics over a typical 7-day period. Developer Labs, Logging and Metrics We have been continually improving logging and metrics, and revamped the documentation to reflect the latest state of Conductor. As such, Conductor 2.x

Lambda 76

Lambda Weak Development Team Systems Review Metrics 76

Stackery

DECEMBER 6, 2019

and the actual application services; in this case, a Lambda Function. tenant context, role, etc) Custom authorizer Lambda. The question is: “Isn’t a Lambda function a microservice itself ? The reality is: microservices exist as a concept for collective work and a Lambda just happens to emit 5-8 functions in an application.

Serverless 52

Serverless Lambda Microservices AWS 52

LaunchDarkly

DECEMBER 3, 2019

Gathers variables that the template will reference. This third-party component had been classified as non-essential, as other solutions collected similar metrics. In this case, the alert triggers an external webhook, calling a version of this JavaScript function hosted on AWS Lambda. Renders the template into HTML.

How To 17

How To Retail Software Review Lambda 17

ParkMyCloud

MAY 7, 2019

For starters, serverless mostly refers to an application or API that depends on third-party, cloud-hosted applications and services, to manage server-side logic and state, propagating code hosted on Function as a Service (FaaS) platforms. AWS Lambda is the current leader among serverless compute implementations.

Serverless 58

Serverless Lambda Google Cloud Azure 58

CloudGeometry

FEBRUARY 7, 2022

Another essential benefit of identity in a tenant context is that it aids in capturing and analyzing events from logs & metrics. This works for use-cases requiring a strategy that is not exclusively Silo or Pool-based, referred to as a mixed-model. The tenants can then access compute resources (Lambda or Azure Functions, etc.)

Architecture 130

Architecture Policies Resources Construction 130

Tamnoon

MARCH 12, 2025

AWS does not enforce any specific behaviors based on Sid, but administrators can use it to track and reference individual policy statements for debugging and auditing. Detecting RCP policy drift with AWS Config rules and custom lambda functions ensures that policies do not unexpectedly change.

Policies 52

Policies AWS Resources Examples 52

Netflix Tech

MAY 21, 2019

Using the Netflix Reference Application and known good devices, ensure the test case continues to function and tests what is expected. Tests are run on Netflix Reference Applications (running as containers on Titus ), as well as on physical devices. Detect a regression in a test case. We also provide an API client in Python.

Testing 65

Testing Training Continuous Integration AWS 65

ParkMyCloud

JULY 15, 2020

The Azure equivalent of a free tier is referred to as a free account. For the always-free option, you’ll find a number of products as well, some of these include: AWS Lambda: 1 million free compute requests per month and up to 3.2 Be prepared and review this checklist of things to do when you outgrow the AWS free tier. .

Azure 60

Azure Comparison AWS Google Cloud 60

Mobilunity

DECEMBER 30, 2024

This solution is a robust monitoring and observability tool that collects and tracks performance data, logs, and operational metrics across AWS resources and applications. Getting to Amazon CloudWatch: Key Essentials What is Amazon CloudWatch? Thus, maintaining consistent performance visibility becomes easy.

AWS 40

AWS Comparison Metrics Compliance 40

Gorilla Logic

SEPTEMBER 5, 2019

Currently, there are many frameworks and platforms for serverless solutions, such as AWS Lambda (Amazon), Azure Functions (Microsoft), Cloud Functions (Google), Cloudflare Workers (Cloudflare), and OpenWhisk (IBM). Fn Server provides Prometheus metrics out of the box just by accessing the endpoint [link].

Serverless 12

Serverless Cloud Software Review Azure 12