CIO

NOVEMBER 1, 2024

The team opted to build out its platform on Databricks for analytics, machine learning (ML), and AI, running it on both AWS and Azure. I want to provide an easy and secure outlet that’s genuinely production-ready and scalable. The biggest challenge is data. Marsh McLennan created an AI Academy for training all employees.

Generative AI 183

Generative AI Technical Advisors Insurance Weak Development Team 183

AWS Machine Learning - AI

JULY 1, 2024

Organizations strive to implement efficient, scalable, cost-effective, and automated customer support solutions without compromising the customer experience. You can simply connect QnAIntent to company knowledge sources and the bot can immediately handle questions using the allowed content. Choose Create knowledge base.

Knowledge Base 117

Knowledge Base Artificial Inteligence Generative AI AWS 117

AWS Machine Learning - AI

APRIL 10, 2025

They offer fast inference, support agentic workflows with Amazon Bedrock Knowledge Bases and RAG, and allow fine-tuning for text and multi-modal data. To do so, we create a knowledge base. Complete the following steps: On the Amazon Bedrock console, choose Knowledge Bases in the navigation pane. Choose Next.

Case Study 107

Case Study Artificial Inteligence Study Generative AI 107

AWS Machine Learning - AI

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. Integrating proprietary enterprise data from internal knowledge bases enables chatbots to contextualize their responses to each user’s individual needs and interests.

Knowledge Base 113

Knowledge Base Artificial Inteligence Applications Lambda 113

AWS Machine Learning - AI

SEPTEMBER 25, 2024

Amazon Bedrock Knowledge Bases is a fully managed capability that helps you implement the entire RAG workflow—from ingestion to retrieval and prompt augmentation—without having to build custom integrations to data sources and manage data flows. Latest innovations in Amazon Bedrock Knowledge Base provide a resolution to this issue.

Knowledge Base 112

Knowledge Base Artificial Inteligence Analysis AWS 112

AWS Machine Learning - AI

OCTOBER 31, 2024

The Lambda function interacts with Amazon Bedrock through its runtime APIs, using either the RetrieveAndGenerate API that connects to a knowledge base, or the Converse API to chat directly with an LLM available on Amazon Bedrock. If you don’t have an existing knowledge base, refer to Create an Amazon Bedrock knowledge base.

Generative AI 116

Generative AI Lambda Applications AWS 116

AWS Machine Learning - AI

JULY 10, 2024

Knowledge Bases for Amazon Bedrock is a fully managed service that helps you implement the entire Retrieval Augmented Generation (RAG) workflow from ingestion to retrieval and prompt augmentation without having to build custom integrations to data sources and manage data flows, pushing the boundaries for what you can do in your RAG workflows.

Knowledge Base 127

Knowledge Base Artificial Inteligence Lambda Applications 127

AWS Machine Learning - AI

NOVEMBER 7, 2024

Amazon Bedrock Agents coordinates interactions between foundation models (FMs), knowledge bases, and user conversations. The agents also automatically call APIs to perform actions and access knowledge bases to provide additional information. The documents are chunked into smaller segments for more effective processing.

Lambda 121

Lambda Enterprise Automotive Knowledge Base 121

AWS Machine Learning - AI

MARCH 20, 2025

It often requires managing multiple machine learning (ML) models, designing complex workflows, and integrating diverse data sources into production-ready formats. With Amazon Bedrock Data Automation, enterprises can accelerate AI adoption and develop solutions that are secure, scalable, and responsible.

Data 104

Data Generative AI Artificial Inteligence Compliance 104

AWS Machine Learning - AI

JULY 2, 2024

In November 2023, we announced Knowledge Bases for Amazon Bedrock as generally available. Knowledge bases allow Amazon Bedrock users to unlock the full potential of Retrieval Augmented Generation (RAG) by seamlessly integrating their company data into the language model’s generation process.

Knowledge Base 121

Knowledge Base Artificial Inteligence Lambda Authentication 121

CIO

NOVEMBER 1, 2024

The team opted to build out its platform on Databricks for analytics, machine learning (ML), and AI, running it on both AWS and Azure. I want to provide an easy and secure outlet that’s genuinely production-ready and scalable. The biggest challenge is data. Marsh McLellan created an AI Academy for training all employees.

Generative AI 158

Generative AI Technical Advisors Insurance Weak Development Team 158

AWS Machine Learning - AI

NOVEMBER 15, 2024

As Principal grew, its internal support knowledge base considerably expanded. With QnABot, companies have the flexibility to tier questions and answers based on need, from static FAQs to generating answers on the fly based on documents, webpages, indexed data, operational manuals, and more.

Generative AI 112

Generative AI AWS Groups Artificial Inteligence 112

AWS Machine Learning - AI

NOVEMBER 1, 2024

Organizations need to prioritize their generative AI spending based on business impact and criticality while maintaining cost transparency across customer and user segments. This visibility is essential for setting accurate pricing for generative AI offerings, implementing chargebacks, and establishing usage-based billing models.

Generative AI 132

Generative AI AWS Artificial Inteligence Budget 132

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 98

Generative AI Technical Review Software Review Systems Review 98

Cloudera

NOVEMBER 1, 2023

This AMP is built on the foundation of one of our previous AMP s, with the additional enhancement of enabling customers to create a knowledge base from data on their own website using Cloudera DataFlow (CDF) and then augment questions to the chatbot from that same knowledge base in Pinecone.

Artificial Inteligence 110

Artificial Inteligence Machine Learning Knowledge Base Architecture 110

AWS Machine Learning - AI

DECEMBER 4, 2024

When users pose questions through the natural language interface, the chat agent determines whether to query the structured data in Amazon Athena through the Amazon Bedrock IDE function, search the Amazon Bedrock knowledge base, or combine both sources for comprehensive insights.

Generative AI 99

Generative AI Applications Technical Review Software Review 99

AWS Machine Learning - AI

AUGUST 28, 2024

The complexity of developing and deploying an end-to-end RAG solution involves several components, including a knowledge base, retrieval system, and generative language model. Solution overview The solution provides an automated end-to-end deployment of a RAG workflow using Knowledge Bases for Amazon Bedrock.

Knowledge Base 86

Knowledge Base AWS Generative AI Artificial Inteligence 86

AWS Machine Learning - AI

AUGUST 5, 2024

Included with Amazon Bedrock is Knowledge Bases for Amazon Bedrock. As a fully managed service, Knowledge Bases for Amazon Bedrock makes it straightforward to set up a Retrieval Augmented Generation (RAG) workflow. With Knowledge Bases for Amazon Bedrock, we first set up a vector database on AWS.

Knowledge Base 103

Knowledge Base Artificial Inteligence Programming Generative AI 103

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 79

Generative AI AWS Technical Review Backup 79

AWS Machine Learning - AI

NOVEMBER 7, 2024

Depending on the use case and data isolation requirements, tenants can have a pooled knowledge base or a siloed one and implement item-level isolation or resource level isolation for the data respectively. Hasan helps design, deploy and scale Generative AI and Machine learning applications on AWS.

Generative AI 105

Generative AI AWS Enterprise Artificial Inteligence 105

AWS Machine Learning - AI

JANUARY 22, 2025

The following screenshot shows an example of the event filters (1) and time filters (2) as seen on the filter bar (source: Cato knowledge base ). Retrieval Augmented Generation (RAG) Retrieve relevant context from a knowledge base, based on the input query. This context is augmented to the original query.

Network 103

Network Artificial Inteligence Machine Learning Serverless 103

AWS Machine Learning - AI

MARCH 11, 2025

One of the most critical applications for LLMs today is Retrieval Augmented Generation (RAG), which enables AI models to ground responses in enterprise knowledge bases such as PDFs, internal documents, and structured data. These five webpages act as a knowledge base (source data) to limit the RAG models response.

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Artificial Inteligence Knowledge Base Comparison Generative AI 93

AWS Machine Learning - AI

NOVEMBER 20, 2024

In this post, we explore how you can use Amazon Q Business , the AWS generative AI-powered assistant, to build a centralized knowledge base for your organization, unifying structured and unstructured datasets from different sources to accelerate decision-making and drive productivity.

Data 107

Data AWS Groups Knowledge Base 107

AWS Machine Learning - AI

JANUARY 29, 2025

Accelerate your generative AI application development by integrating your supported custom models with native Bedrock tools and features like Knowledge Bases, Guardrails, and Agents. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability.

Generative AI 122

Generative AI Artificial Inteligence AWS Serverless 122

AWS Machine Learning - AI

JANUARY 29, 2025

Centralized model In a centralized operating model, all generative AI activities go through a central generative artificial intelligence and machine learning (AI/ML) team that provisions and manages end-to-end AI workflows, models, and data across the enterprise. Amazon Bedrock cost and usage will be recorded in each LOBs AWS accounts.

Generative AI 79

Generative AI Organization Enterprise Artificial Inteligence 79

AWS Machine Learning - AI

NOVEMBER 6, 2024

Limited scalability – As the volume of requests increased, the CCoE team couldn’t disseminate updated directives quickly enough. Going forward, the team enriched the knowledge base (S3 buckets) and implemented a feedback loop to facilitate continuous improvement of the solution.

Generative AI 98

Generative AI Government Technical Review Innovation 98

AWS Machine Learning - AI

SEPTEMBER 24, 2024

We will walk you through deploying and testing these major components of the solution: An AWS CloudFormation stack to set up an Amazon Bedrock knowledge base, where you store the content used by the solution to answer questions. This solution uses Amazon Bedrock LLMs to find answers to questions from your knowledge base.

Knowledge Base 93

Knowledge Base Generative AI Artificial Inteligence Lambda 93

AWS Machine Learning - AI

MARCH 20, 2025

The Asure team was manually analyzing thousands of call transcripts to uncover themes and trends, a process that lacked scalability. Staying ahead in this competitive landscape demands agile, scalable, and intelligent solutions that can adapt to changing demands.

Generative AI 73

Generative AI Artificial Inteligence Metrics AWS 73

AWS Machine Learning - AI

DECEMBER 11, 2024

When Amazon Q Business became generally available in April 2024, we quickly saw an opportunity to simplify our architecture, because the service was designed to meet the needs of our use caseto provide a conversational assistant that could tap into our vast (sales) domain-specific knowledge bases.

AWS 91

AWS Generative AI Technical Review Artificial Inteligence 91

AWS Machine Learning - AI

NOVEMBER 14, 2024

Solution overview This solution uses the Amazon Bedrock Knowledge Bases chat with document feature to analyze and extract key details from your invoices, without needing a knowledge base. Jobandeep Singh is an Associate Solution Architect at AWS specializing in Machine Learning.

Software Review 98

Software Review Technical Review AWS Artificial Inteligence 98

AWS Machine Learning - AI

MARCH 20, 2025

It integrates with existing applications and includes key Amazon Bedrock features like foundation models (FMs), prompts, knowledge bases, agents, flows, evaluation, and guardrails. Justin Ossai is a GenAI Labs Specialist Solutions Architect based in Dallas, TX.

Generative AI 100

Generative AI Systems Review System Lambda 100

TechCrunch

DECEMBER 13, 2022

But alongside that, the data is used as the basis of e-learning modules for onboarding, training or professional development — modules created/conceived of either by people in the organization, or by Sana itself. “Sana is used continuously, which is very different from a typical e-learning platform,” he said.

Artificial Inteligence 245

Artificial Inteligence Education Enterprise Artificial Intelligence 245

AWS Machine Learning - AI

AUGUST 2, 2024

Generative AI empowers organizations to combine their data with the power of machine learning (ML) algorithms to generate human-like content, streamline processes, and unlock innovation. However, their knowledge is static and tied to the data used during the pre-training phase. The prompt is sent to Anthropic Claude 2.0

Artificial Inteligence 109

Artificial Inteligence Generative AI Energy Knowledge Base 109

AWS Machine Learning - AI

APRIL 24, 2024

It uses the provided conversation history, action groups, and knowledge bases to understand the context and determine the necessary tasks. This is based on the instructions that are interpreted by the assistant as per the system prompt and user’s input. Additionally, you can access device historical data or device metrics.

Artificial Inteligence 126

Artificial Inteligence Lambda Knowledge Base IoT 126

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. Vaibhav Singh is a Product Innovation Analyst at Verisk, based out of New Jersey. Tarik Makota is a Sr.

Generative AI 81

Generative AI Technical Review Insurance Policies 81

AWS Machine Learning - AI

SEPTEMBER 26, 2024

Without a mechanism to manage this knowledge transfer gap, productivity across all phases of the lifecycle might suffer from losing expert knowledge and repeating past mistakes. Generative AI is a modern form of machine learning (ML) that has recently shown significant gains in reasoning, content comprehension, and human interaction.

Artificial Inteligence 99

Artificial Inteligence Generative AI Knowledge Base AWS 99

AWS Machine Learning - AI

MAY 13, 2024

Evaluating LLMs is an undervalued part of the machine learning (ML) pipeline. To implement our RAG system, we utilized a dataset of 95,000 radiology report findings-impressions pairs as the knowledge source. promptTemplate = f""" You have to generate radiology report impressions based on the following findings.

Generative AI 124

Generative AI Artificial Inteligence Report Healthcare 124