AWS Machine Learning - AI

AUGUST 15, 2024

QnABot on AWS (an AWS Solution) now provides access to Amazon Bedrock foundational models (FMs) and Knowledge Bases for Amazon Bedrock , a fully managed end-to-end Retrieval Augmented Generation (RAG) workflow. The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index.

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

AWS Machine Learning - AI

MARCH 5, 2025

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. To scale ground truth generation and curation, you can apply a risk-based approach in conjunction with a prompt-based strategy using LLMs.

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. With just a few configuration steps, you can dramatically expand your chatbot’s knowledge base and capabilities, all while maintaining a streamlined UI.

Generative AI 106

Generative AI Lambda Applications AWS 106

AWS Machine Learning - AI

MARCH 7, 2025

During the solution design process, Verisk also considered using Amazon Bedrock Knowledge Bases because its purpose built for creating and storing embeddings within Amazon OpenSearch Serverless. In the future, Verisk intends to use the Amazon Titan Embeddings V2 model. The user can pick the two documents that they want to compare.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

AUGUST 26, 2024

Our internal AI sales assistant, powered by Amazon Q Business , will be available across every modality and seamlessly integrate with systems such as internal knowledge bases, customer relationship management (CRM), and more. As new models become available on Amazon Bedrock, we have a structured evaluation process in place.

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Generative AI AWS Artificial Inteligence Technical Review 128

AWS Machine Learning - AI

DECEMBER 6, 2023

To create AI assistants that are capable of having discussions grounded in specialized enterprise knowledge, we need to connect these powerful but generic LLMs to internal knowledge bases of documents. To understand these limitations, let’s consider again the example of deciding where to invest based on financial reports.

Artificial Inteligence 126

Artificial Inteligence Analytics Knowledge Base Lambda 126

AWS Machine Learning - AI

MAY 7, 2024

For a generative AI powered Live Meeting Assistant that creates post call summaries, but also provides live transcripts, translations, and contextual assistance based on your own company knowledge base, see our new LMA solution. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

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Artificial Inteligence Meeting AWS Generative AI 132

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 129

Generative AI Artificial Inteligence AWS Government 129

AWS Machine Learning - AI

JULY 30, 2024

Mediasearch Q Business supercharges the way you consume media files by using them as part of the knowledge base used by Amazon Q Business to generate reliable answers to user questions. For more information, see the pricing pages for Amazon Q Business , Amazon Kendra , Amazon Transcribe , Lambda , DynamoDB , and EventBridge.

Media 115

Media Lambda AWS Video 115

AWS Machine Learning - AI

DECEMBER 22, 2023

A comprehensive suite of evaluation metrics, including both LLM-based and traditional metrics available in TruLens, allows you to measure your app against criteria required for moving your application to production. In production, these logs and evaluation metrics can be processed at scale with TruEra production monitoring.

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Artificial Inteligence Training Off-The-Shelf Metrics 119

Cloud Conformity

JANUARY 18, 2019

AWS CloudTrail logs high volume activity events on other services such as AWS Lambda, S3, and EC2, and is turned on from the moment you create an AWS account. It also provides users the ability to dig deep into the metrics and pull out only those that are relevant to you. So, it’s definitely worth using both services!

AWS 40

AWS Metrics Lambda Resources 40

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 115

Xebia

MARCH 11, 2025

With the rise of AI, you also need a knowledge base. These knowledge bases can be hosted in OpenSearch. For this reason, I developed a Lambda function that would stop the pipeline when no messages are in the queue. The truth is it is easy, but it all depends on how much you care about the data you are ingesting.

AWS 147

AWS Knowledge Base Lambda Serverless 147

AWS Machine Learning - AI

MARCH 21, 2025

It combines data from various sourcessuch as logs, metrics, and eventsto analyze system behavior, identify anomalies, and recommend or execute automated remediation actions. This solution also uses Amazon Bedrock Knowledge Bases and Amazon Bedrock Agents.

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Artificial Inteligence Knowledge Base Generative AI Lambda 121

AWS Machine Learning - AI

NOVEMBER 27, 2024

Custom orchestrator overview Implemented by users as an AWS Lambda function, the Amazon Bedrock Agents custom orchestrator offers granular control over task planning, completion, and verification. Use Amazon Bedrock Agents built-in integrations with action groups, knowledge bases, and guardrails to streamline interactions.

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Lambda Generative AI AWS Knowledge Base 111

AWS Machine Learning - AI

OCTOBER 21, 2024

Amazon Bedrock Agents also provides you with traces , a detailed overview of the steps being orchestrated by the agents, the underlying prompts invoking the FM, the references being returned from the knowledge bases, and code being generated by the agent. Sonnet or Anthropic’s Claude 3 Opus.

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Generative AI Artificial Inteligence Applications AWS 97

AWS Machine Learning - AI

MARCH 31, 2025

This includes detailed logging of agent interactions, performance metrics, and system health indicators. Amazon Bedrock Agents and Amazon Bedrock Knowledge Bases as native CrewAI Tools Amazon Bedrock Agents offers you the ability to build and configure autonomous agents in a fully managed and serverless manner on Amazon Bedrock.

Systems Review 139

Systems Review System Artificial Inteligence AWS 139

AWS Machine Learning - AI

JANUARY 7, 2025

By seamlessly integrating foundation models (FMs), prompts, agents, and knowledge bases, organizations can rapidly develop flexible, efficient AI-driven processes tailored to their specific business needs. Experimentation framework The ability to test and compare different prompt variations while maintaining version control.

Technical Review 108

Technical Review Artificial Inteligence Generative AI AWS 108

AWS Machine Learning - AI

JANUARY 15, 2025

Each model has different features, price points, and performance metrics, making it difficult to make a confident choice that fits their needs and budget. Analyzing customer feedback OEMs face the daunting task of sifting through extensive quality reporting tool (QRT) reports. The following figure depicts the technical flow of the solution.

Automotive 103

Automotive Artificial Inteligence AWS Technical Review 103