AWS Machine Learning - AI

NOVEMBER 15, 2024

As Principal grew, its internal support knowledge base considerably expanded. With the QnABot on AWS (QnABot), integrated with Microsoft Azure Entra ID access controls, Principal launched an intelligent self-service solution rooted in generative AI.

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Generative AI AWS Groups Artificial Inteligence 113

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

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. Solution overview To evaluate the effectiveness of RAG compared to model customization, we designed a comprehensive testing framework using a set of AWS-specific questions.

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Case Study Artificial Inteligence Study Generative AI 122

AWS Machine Learning - AI

NOVEMBER 22, 2024

With Bedrock Flows, you can quickly build and execute complex generative AI workflows without writing code. 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.

Generative AI 121

Generative AI Artificial Inteligence Knowledge Base AWS 121

AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we provide a step-by-step guide with the building blocks needed for creating a Streamlit application to process and review invoices from multiple vendors. Streamlit is an open source framework for data scientists to efficiently create interactive web-based data applications in pure Python. Install Python 3.7

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Software Review Technical Review AWS Artificial Inteligence 110

AWS Machine Learning - AI

NOVEMBER 7, 2024

In the first part of the series, we showed how AI administrators can build a generative AI software as a service (SaaS) gateway to provide access to foundation models (FMs) on Amazon Bedrock to different lines of business (LOBs). It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker.

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Generative AI AWS Enterprise Artificial Inteligence 113

CIO

DECEMBER 10, 2024

For example, developers using GitHub Copilots code-generating capabilities have experienced a 26% increase in completed tasks , according to a report combining the results from studies by Microsoft, Accenture, and a large manufacturing company. These reinvention-ready organizations have 2.5 times higher revenue growth and 2.4

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AWS Machine Learning - AI

APRIL 1, 2025

Amazon Bedrock Agents enables this functionality by orchestrating foundation models (FMs) with data sources, applications, and user inputs to complete goal-oriented tasks through API integration and knowledge base augmentation. In the first flow, a Lambda-based action is taken, and in the second, the agent uses an MCP server.

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Generative AI AWS Artificial Inteligence Software Review 134

CIO

DECEMBER 18, 2024

Customer relationship management ( CRM ) software provider Salesforce has updated its agentic AI platform, Agentforce , to make it easier for enterprises to build more efficient agents faster and deploy them across a variety of systems or workflows. Christened Agentforce 2.0, New agent skills in Agentforce 2.0

Enterprise 148

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AWS Machine Learning - AI

MARCH 7, 2025

Through advanced data analytics, software, scientific research, and deep industry knowledge, Verisk helps build global resilience across individuals, communities, and businesses. Verisk has a governance council that reviews generative AI solutions to make sure that they meet Verisks standards of security, compliance, and data use.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

AWS Machine Learning - AI

DECEMBER 4, 2024

At AWS re:Invent 2024, we are excited to introduce Amazon Bedrock Marketplace. The Nemotron-4 model offers impressive multilingual and coding capabilities. Review the available options and choose Subscribe. This post is co-written with Abhishek Sawarkar, Eliuth Triana, Jiahong Liu and Kshitiz Gupta from NVIDIA.

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Artificial Inteligence Microservices Generative AI AWS 105

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).

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Knowledge Base Artificial Inteligence AWS Generative AI 137

AWS Machine Learning - AI

MAY 31, 2024

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using the Amazon Web Services (AWS) tools without having to manage infrastructure. The following diagram depicts a high-level RAG architecture.

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Knowledge Base Artificial Inteligence AWS Serverless 130

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. The code and resources required for deployment are available in the amazon-bedrock-examples repository.

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Knowledge Base Insurance Lambda AWS 140

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 130

Knowledge Base Artificial Inteligence Applications Lambda 130

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. RAG is a popular technique that combines the use of private data with large language models (LLMs).

Knowledge Base 137

Knowledge Base Artificial Inteligence Study AWS 137

AWS Machine Learning - AI

MARCH 5, 2025

To scale ground truth generation and curation, you can apply a risk-based approach in conjunction with a prompt-based strategy using LLMs. By segment, North America revenue increased 12% Y oY from $316B to $353B, International revenue grew 11% Y oY from$118B to $131B, and AWS revenue increased 13% Y oY from $80B to $91B.

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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

APRIL 22, 2025

Some of the challenges in capturing and accessing event knowledge include: Knowledge from events and workshops is often lost due to inadequate capture methods, with traditional note-taking being incomplete and subjective. The below diagram shows the live-stream acquisition and real-time transcription.

Media 79

Media Knowledge Base AWS Systems Review 79

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. The workflow is as follows: The user logs into SageMaker Unified Studio using their organizations SSO from AWS IAM Identity Center.

Generative AI 115

Generative AI Systems Review System Lambda 115

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

MARCH 11, 2025

The Amazon Nova family of models includes Amazon Nova Micro, Amazon Nova Lite, and Amazon Nova Pro, which support text, image, and video inputs while generating text-based outputs. OpenAI launched GPT-4o in May 2024, and Amazon introduced Amazon Nova models at AWS re:Invent in December 2024.

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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.

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AWS Machine Learning - AI

JULY 11, 2024

In the diverse toolkit available for deploying cloud infrastructure, Agents for Amazon Bedrock offers a practical and innovative option for teams looking to enhance their infrastructure as code (IaC) processes. Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks.

Software Review 138

Software Review Infrastructure Lambda Generative AI 138

AWS Machine Learning - AI

APRIL 18, 2024

Tools like Terraform and AWS CloudFormation are pivotal for such transitions, offering infrastructure as code (IaC) capabilities that define and manage complex cloud environments with precision. AWS Landing Zone addresses this need by offering a standardized approach to deploying AWS resources.

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AWS Applications Lambda Knowledge Base 129

AWS Machine Learning - AI

JANUARY 29, 2025

Their DeepSeek-R1 models represent a family of large language models (LLMs) designed to handle a wide range of tasks, from code generation to general reasoning, while maintaining competitive performance and efficiency. Prerequisites You should have the following prerequisites: An AWS account with access to Amazon Bedrock.

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Generative AI Artificial Inteligence AWS Technical Review 131

AWS Machine Learning - AI

SEPTEMBER 24, 2024

Working with the AWS Generative AI Innovation Center , DoorDash built a solution to provide Dashers with a low-latency self-service voice experience to answer frequently asked questions, reducing the need for live agent assistance, in just 2 months. You can deploy the solution in your own AWS account and try the example solution.

Knowledge Base 101

Knowledge Base Generative AI Artificial Inteligence Lambda 101

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. The Unsuccessful query responses and Customer feedback metrics help pinpoint gaps in the knowledge base or areas where the system struggles to provide satisfactory answers.

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Weak Development Team Metrics AWS Systems Review 85

AWS Machine Learning - AI

JANUARY 22, 2025

Amazon Bedrock Flows offers an intuitive visual builder and a set of APIs to seamlessly link foundation models (FMs), Amazon Bedrock features, and AWS services to build and automate user-defined generative AI workflows at scale. Amazon Bedrock Agents offers a fully managed solution for creating, deploying, and scaling AI agents on AWS.

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AWS Machine Learning - AI

MAY 2, 2025

The primary agent can also consult attached knowledge bases or trigger action groups before or after subagent involvement. The data assistant agent maintains direct integration with the Amazon Bedrock knowledge base, which was initially populated with ingested financial document PDFs as detailed in this post.

Real Estate 72

Real Estate Artificial Inteligence Knowledge Base Lambda 72

AWS Machine Learning - AI

JANUARY 29, 2025

Intelligent document processing , translation and summarization, flexible and insightful responses for customer support agents, personalized marketing content, and image and code generation are a few use cases using generative AI that organizations are rolling out in production. You determine what qualifies based on your company policies.

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Generative AI Organization Enterprise Artificial Inteligence 94

AWS Machine Learning - AI

MARCH 20, 2025

Our partnership with AWS and our commitment to be early adopters of innovative technologies like Amazon Bedrock underscore our dedication to making advanced HCM technology accessible for businesses of any size. We are thrilled to partner with AWS on this groundbreaking generative AI project. John Canada, VP of Engineering at Asure.

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Generative AI Artificial Inteligence Metrics AWS 87

AWS Machine Learning - AI

DECEMBER 10, 2024

authentication , for AWS Secrets Manager secret , select Create and add a new secret or Use an existing one. For this example, we create a new AWS Secrets Manager secrets). In the Create new AWS Secrets Manager secret pop-up, enter the following information: For Secret name , enter a name for your secret. For example, [link].

Applications 104

Applications Enterprise Authentication AWS 104

AWS Machine Learning - AI

FEBRUARY 25, 2025

Troubleshooting infrastructure as code (IaC) errors often consumes valuable time and resources. This post demonstrates how you can use Amazon Bedrock Agents to create an intelligent solution to streamline the resolution of Terraform and AWS CloudFormation code issues through context-aware troubleshooting.

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Lambda Generative AI AWS Software Review 64

AWS Machine Learning - AI

NOVEMBER 30, 2023

The number of companies launching generative AI applications on AWS is substantial and building quickly, including adidas, Booking.com, Bridgewater Associates, Clariant, Cox Automotive, GoDaddy, and LexisNexis Legal & Professional, to name just a few. Innovative startups like Perplexity AI are going all in on AWS for generative AI.

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Generative AI AWS Artificial Inteligence Software Review 145

AWS Machine Learning - AI

MAY 14, 2024

The entire conversation in this use case, starting with generative AI and then bringing in human agents who take over, is logged so that the interaction can be used as part of the knowledge base. We also have another expert group providing feedback using Amazon SageMaker GroundTruth on completion quality for the RLHF based training.

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Generative AI Artificial Inteligence AWS Applications 120

AWS Machine Learning - AI

DECEMBER 18, 2024

Enterprises that have adopted ServiceNow can improve their operations and boost user productivity by using Amazon Q Business for various use cases, including incident and knowledge management. AWS Have an AWS account with administrative access. For more information, see Setting up for Amazon Q Business. Choose Create.

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