AWS Machine Learning - AI

NOVEMBER 22, 2024

Seamless integration of latest foundation models (FMs), Prompts, Agents, Knowledge Bases, Guardrails, and other AWS services. Flexibility to define the workflow based on your business logic. Knowledge base node : Apply guardrails to responses generated from your knowledge base.

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Generative AI Artificial Inteligence Knowledge Base AWS 122

AWS Machine Learning - AI

MARCH 20, 2025

Companies of all sizes face mounting pressure to operate efficiently as they manage growing volumes of data, systems, and customer interactions. It integrates with existing applications and includes key Amazon Bedrock features like foundation models (FMs), prompts, knowledge bases, agents, flows, evaluation, and guardrails.

Generative AI 116

Generative AI Systems Review System Lambda 116

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 133

Knowledge Base Artificial Inteligence Applications Lambda 133

AWS Machine Learning - AI

AUGUST 5, 2024

Retrieval Augmented Generation (RAG) is a state-of-the-art approach to building question answering systems that combines the strengths of retrieval and foundation models (FMs). RAG models first retrieve relevant information from a large corpus of text and then use a FM to synthesize an answer based on the retrieved information.

Knowledge Base 125

Knowledge Base AWS Generative AI Machine Learning 125

AWS Machine Learning - AI

MARCH 18, 2025

This transcription then serves as the input for a powerful LLM, which draws upon its vast knowledge base to provide personalized, context-aware responses tailored to your specific situation. This solution can transform the patient education experience, empowering individuals to make informed decisions about their healthcare journey.

Artificial Inteligence 113

Artificial Inteligence Technical Review Healthcare Systems Review 113

AWS Machine Learning - AI

MAY 2, 2025

The role of financial assistant This post explores a financial assistant system that specializes in three key tasks: portfolio creation, company research, and communication. Portfolio creation begins with a thorough analysis of user requirements, where the system determines specific criteria such as the number of companies and industry focus.

Real Estate 91

Real Estate Artificial Inteligence Knowledge Base Lambda 91

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. Verisk also has a legal review for IP protection and compliance within their contracts.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock allows you to build performant and customized Retrieval Augmented Generation (RAG) applications on top of AWS and third-party vector stores using both AWS and third-party models. If you want more control, Knowledge Bases lets you control the chunking strategy through a set of preconfigured options.

Knowledge Base 137

Knowledge Base Artificial Inteligence Study AWS 137

AWS Machine Learning - AI

MARCH 1, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. With a knowledge base, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG).

Knowledge Base 138

Knowledge Base Artificial Inteligence AWS Generative AI 138

AWS Machine Learning - AI

MAY 31, 2024

This means that individuals can ask companies to erase their personal data from their systems and from the systems of any third parties with whom the data was shared. Knowledge Bases for Amazon Bedrock is a fully managed RAG capability that allows you to customize FM responses with contextual and relevant company data.

Knowledge Base 131

Knowledge Base Artificial Inteligence AWS Serverless 131

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 129

Lambda Enterprise Automotive Knowledge Base 129

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. By providing an expected outcome to measure against, ground truth data unlocks the ability to deterministically evaluate system quality.

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

AWS Machine Learning - AI

APRIL 22, 2025

Infosys Event AI is designed to make knowledge universally accessible, making sure that valuable insights are not lost and can be efficiently utilized by individuals and organizations across diverse industries both during the event and after the event has concluded. MediaConnect securely transmits the stream to MediaLive for processing.

Media 82

Media Knowledge Base AWS Systems Review 82

AWS Machine Learning - AI

JULY 1, 2024

Generative artificial intelligence (AI)-powered chatbots play a crucial role in delivering human-like interactions by providing responses from a knowledge base without the involvement of live agents. You can simply connect QnAIntent to company knowledge sources and the bot can immediately handle questions using the allowed content.

Knowledge Base 126

Knowledge Base Artificial Inteligence Generative AI AWS 126

AWS Machine Learning - AI

FEBRUARY 8, 2024

You can now use Agents for Amazon Bedrock and Knowledge Bases for Amazon Bedrock to configure specialized agents that seamlessly run actions based on natural language input and your organization’s data. System integration – Agents make API calls to integrated company systems to run specific actions.

Knowledge Base 140

Knowledge Base Insurance Lambda AWS 140

AWS Machine Learning - AI

APRIL 1, 2025

AI agents extend large language models (LLMs) by interacting with external systems, executing complex workflows, and maintaining contextual awareness across operations. Whether youre connecting to external systems or internal data stores or tools, you can now use MCP to interface with all of them in the same way.

Generative AI 134

Generative AI AWS Artificial Inteligence Software Review 134

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 113

Generative AI AWS Groups Artificial Inteligence 113

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. Legal teams accelerate contract analysis and compliance reviews , and in oil and gas , IDP enhances safety reporting.

Data 117

Data Generative AI Artificial Inteligence Compliance 117

AWS Machine Learning - AI

APRIL 26, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. With Knowledge Bases for Amazon Bedrock, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG).

Knowledge Base 126

Knowledge Base Generative AI Artificial Inteligence AWS 126

AWS Machine Learning - AI

APRIL 1, 2025

Whether youre an experienced AWS developer or just getting started with cloud development, youll discover how to use AI-powered coding assistants to tackle common challenges such as complex service configurations, infrastructure as code (IaC) implementation, and knowledge base integration.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

DECEMBER 11, 2024

In the same spirit of using generative AI to equip our sales teams to most effectively meet customer needs, this post reviews how weve delivered an internally-facing conversational sales assistant using Amazon Q Business. The following screenshot shows an example of an interaction with Field Advisor.

AWS 109

AWS Generative AI Technical Review Artificial Inteligence 109

AWS Machine Learning - AI

JANUARY 22, 2025

Users can review different types of events such as security, connectivity, system, and management, each categorized by specific criteria like threat protection, LAN monitoring, and firmware updates. Retrieval Augmented Generation (RAG) Retrieve relevant context from a knowledge base, based on the input query.

Network 111

Network Artificial Inteligence Machine Learning Serverless 111

AWS Machine Learning - AI

JANUARY 13, 2025

Enterprises provide their developers, engineers, and architects with a range of knowledge bases and documents, such as usage guides, wikis, and tools. But these resources tend to become siloed over time and inaccessible across teams, resulting in reduced knowledge, duplication of work, and reduced productivity.

Generative AI 106

Generative AI AWS Innovation Knowledge Base 106

AWS Machine Learning - AI

NOVEMBER 22, 2024

Using Amazon Bedrock, you can easily experiment with and evaluate top FMs for your use case, privately customize them with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that execute tasks using your enterprise systems and data sources.

Generative AI 99

Generative AI AWS Technical Review Backup 99

Altexsoft

FEBRUARY 5, 2020

In this article, we’ll discuss what the next best action strategy is and how businesses define the next best action using machine learning-based recommender systems. Types of the next best action strategy systems. Rule-based recommendations. Such a system won’t respond to unknown scenarios.

Machine Learning 110

Machine Learning Artificial Inteligence Marketing How To 110

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. Humans can perform a variety of tasks, from data generation and annotation to model review, customization, and evaluation.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

MARCH 11, 2025

Although GPT-4o has gained traction in the AI community, enterprises are showing increased interest in Amazon Nova due to its lower latency and cost-effectiveness. This is a crucial requirement for enterprises that want their AI systems to provide responses strictly within a defined scope.

Artificial Inteligence 111

Artificial Inteligence Knowledge Base Comparison Generative AI 111

AWS Machine Learning - AI

NOVEMBER 1, 2024

By fine-tuning, the LLM can adapt its knowledge base to specific data and tasks, resulting in enhanced task-specific capabilities. The preceding table has been structured in JSONL format with system, user role (which contains the data and the question), and assistant role (which has answers).

Artificial Inteligence 97

Artificial Inteligence Generative AI Training Metrics 97

Ivanti

JUNE 11, 2024

However, AI-based knowledge management can deliver outstanding benefits – especially for IT teams mired in manually maintaining knowledge bases. It uses machine learning algorithms to analyze and learn from large datasets, then uses that to generate new content.

Knowledge Base 95

Knowledge Base Generative AI Artificial Inteligence How To 95

AWS Machine Learning - AI

DECEMBER 18, 2024

Generative AIpowered assistants such as Amazon Q Business can be configured to answer questions, provide summaries, generate content, and securely complete tasks based on data and information in your enterprise systems. This capability supports various use cases such as IT, HR, and help desk.

Artificial Inteligence 96

Artificial Inteligence Generative AI Authentication AWS 96

AWS Machine Learning - AI

APRIL 9, 2025

Its essential for admins to periodically review these metrics to understand how users are engaging with Amazon Q Business and identify potential areas of improvement. We begin with an overview of the available metrics and how they can be used for measuring user engagement and system effectiveness.

Weak Development Team 89

Weak Development Team Metrics AWS Systems Review 89

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. The following screenshots show the UI.

Generative AI 92

Generative AI Artificial Inteligence Metrics AWS 92

AWS Machine Learning - AI

JANUARY 29, 2025

It encompasses a range of measures aimed at mitigating risks, promoting accountability, and aligning generative AI systems with ethical principles and organizational objectives. With Amazon Bedrock Knowledge Bases , you securely connect FMs in Amazon Bedrock to your company data for RAG. These safeguards are FM agnostic.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

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. you might need to edit the connection.

Data 111

Data AWS Groups Knowledge Base 111

Perficient

NOVEMBER 25, 2024

Beyond Chatbots: The Evolution of AI Agents For the past few years, many organizations have been deploying AI within their organizations via generative AI chatbots – tools that take prompts, access a knowledge base, and generate responses. It’s about creating a more nuanced, human-like intelligence.

Development 59

Development Generative AI Knowledge Base Technical Review 59

AWS Machine Learning - AI

MAY 30, 2024

Retrieval Augmented Generation vs. fine tuning Traditional LLMs don’t have an understanding of Vitech’s processes and flow, making it imperative to augment the power of LLMs with Vitech’s knowledge base. Prompt engineering Prompt engineering is crucial for the knowledge retrieval system.

Artificial Inteligence 131

Artificial Inteligence Technical Review Development Team Review Software Review 131

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 126

Artificial Inteligence Generative AI Energy Knowledge Base 126