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

Xebia

MARCH 8, 2023

Lambda calculus is one of the pinnacles of Computer Science, lying in the intersection between Logic, Programming, and Foundations of Mathematics. Most descriptions of lambda calculus present it as detached from any “real” programming experience, with a level of formality close to mathematical practice.

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Lambda Programming Course Machine Learning 130

Cloudera

JANUARY 6, 2021

Python is used extensively among Data Engineers and Data Scientists to solve all sorts of problems from ETL/ELT pipelines to building machine learning models. The rest of this blog post refers to some sample operations on a CDSW deployment. For more information about catalogs, refer to this documentation [link].

Machine Learning 133

Machine Learning Artificial Inteligence Data Applications 133

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

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 80

Virtualization Lambda AWS Authentication 80

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. The agent has the capability to: Provide a brief customer overview.

Generative AI 109

Generative AI Systems Review System Lambda 109

AWS Machine Learning - AI

FEBRUARY 26, 2024

In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda. 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

AWS Machine Learning - AI

NOVEMBER 19, 2024

An email handler AWS Lambda function is invoked by WorkMail upon the receipt of an email, and acts as the intermediary that receives requests and passes it to the appropriate agent. Refer to the GitHub repository for deployment instructions. Deploy the AWS CDK project to provision the required resources in your AWS account.

Knowledge Base 100

Knowledge Base Generative AI Technical Review Lambda 100

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. Create business intelligence (BI) dashboards for visual representation and analysis of event data.

Cloud 96

Cloud AWS Serverless Lambda 96

AWS Machine Learning - AI

APRIL 23, 2025

The endpoint lifecycle is orchestrated through dedicated AWS Lambda functions that handle creation and deletion. The application implements a processing pipeline through AWS Step Functions, orchestrating a series of Lambda functions that handle distinct aspects of document analysis. The LLM endpoint is provisioned on ml.p4d.24xlarge

Artificial Inteligence 66

Artificial Inteligence Open Source AWS Serverless 66

AWS Machine Learning - AI

APRIL 22, 2025

A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing. Summaries provide quick recaps of meetings for executives, and transcripts offer detailed records for compliance and reference. With its quality and speed, Amazon Nova Pro is ideally suited for this global use case.

Media 75

Media Knowledge Base AWS Systems Review 75

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. To learn more about PrivateLink, see Use AWS PrivateLink to set up private access to Amazon Bedrock.

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Lambda Generative AI AWS Microservices 143

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

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. Refer to the Lambda function code for more details.

Lambda 63

Lambda Generative AI AWS Software Review 63

AWS Machine Learning - AI

MARCH 4, 2025

Scalable architecture Uses AWS services like AWS Lambda and Amazon Simple Queue Service (Amazon SQS) for efficient processing of multiple reviews. The WAFR reviewer, based on Lambda and AWS Step Functions , is activated by Amazon SQS. The assessment is also stored in an Amazon DynamoDB table for quick retrieval and future reference.

Generative AI 107

Generative AI Technical Review Software Review Systems Review 107

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

AWS Machine Learning - AI

MAY 17, 2024

Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs). 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

MAY 7, 2024

Hugging Face is an open-source machine learning (ML) platform that provides tools and resources for the development of AI projects. 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.

Artificial Inteligence 129

Artificial Inteligence Meeting AWS Generative AI 129

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 128

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

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. This API will be used to invoke the Lambda function.

Lambda 128

Lambda AWS Generative AI Resources 128

AWS Machine Learning - AI

NOVEMBER 14, 2024

Install dependencies and clone the example To get started, install the necessary packages on your local machine or on an EC2 instance. If you’re new to Amazon EC2, refer to the Amazon EC2 User Guide. This tutorial we will use the local machine for project setup. Access to Anthropic’s Claude 3 Sonnet in Amazon Bedrock.

Software Review 106

Software Review Technical Review AWS Artificial Inteligence 106

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 need to clone the GitHub repository to your local machine.

Knowledge Base 121

Knowledge Base Artificial Inteligence Applications Lambda 121

AWS Machine Learning - AI

JANUARY 22, 2025

For guidance, refer to Getting started with Amazon 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). Make sure the agent has user input functionality enabled.

Travel 127

Travel Hotels AWS Generative AI 127

AWS Machine Learning - AI

MARCH 20, 2025

Amazon Bedrock offers fine-tuning capabilities that allow you to customize these pre-trained models using proprietary call transcript data, facilitating high accuracy and relevance without the need for extensive machine learning (ML) expertise. Architecture The following diagram illustrates the solution architecture. Choose Create new.

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Generative AI Artificial Inteligence Metrics AWS 79

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

AUGUST 15, 2024

The solution is extensible, uses AWS AI and machine learning (ML) services, and integrates with multiple channels such as voice, web, and text (SMS). The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. 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

AUGUST 21, 2024

The following reference architecture illustrates what an automated review analysis solution could look like. This bucket will have event notifications enabled to invoke an AWS Lambda function to process the objects created or updated. Review Lambda quotas and function timeout to create batches.

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

AWS Machine Learning - AI

NOVEMBER 22, 2024

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. We've had numerous positive feedback from our clients, with Example Corp and AnyCompany Networks among those who have expressed satisfaction with our services. We must also include.$

Generative AI 88

Generative AI AWS Technical Review Backup 88

Xebia

SEPTEMBER 24, 2024

Event rule target is Lambda function, that extract details from corresponding event. Once event is processed by Lambda, lambda publish message to SNS. In order find complete CloudFormation stack and code, refer repo : import json import boto3 import os sns = boto3.client('sns')

AWS 130

AWS Lambda Firewall Policies 130

CIO

FEBRUARY 3, 2023

Many RPA platforms offer computer vision and machine learning tools that can guide the older code. Major features: Pay-as-you-go pricing simplifies adoption Major use cases: Chatbot management; front-, middle-, and back-office document processing AWS Lambda The Amazon cloud is filled with options for data processing.

Tools 218

Tools Open Source Lambda Weak Development Team 218

AWS Machine Learning - AI

APRIL 18, 2024

Account vending machine layer – The account vending machine (AVM) layer uses either AWS Control Tower , AWS Account Factory for Terraform (AFT), or a custom landing zone solution to vend accounts. In this post, we refer to these solutions collectively as the AVM layer. For more information, refer to Model access.

AWS 127

AWS Applications Lambda Knowledge Base 127

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

MAY 22, 2024

Using machine learning (ML) and natural language processing (NLP) to automate product description generation has the potential to save manual effort and transform the way ecommerce platforms operate. target_modules=["q", "v"], ) model = get_peft_model(model, config) We reference entrypoint_vqa_finetuning.py

Fashion 133

Fashion Artificial Inteligence Generative AI AWS 133

AWS Machine Learning - AI

FEBRUARY 8, 2024

Each action group can specify one or more API paths, whose business logic is run through the AWS Lambda function associated with the action group. Agents and Knowledge Bases for Amazon Bedrock are designed to build upon these resources, using Lambda-delivered business logic and customer data repositories stored in Amazon S3.

Knowledge Base 139

Knowledge Base Insurance Lambda AWS 139

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