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

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

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

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 123

Generative AI Lambda Applications AWS 123

AWS Machine Learning - AI

MARCH 4, 2025

Knowledge base integration Incorporates up-to-date WAFR documentation and cloud best practices using Amazon Bedrock Knowledge Bases , providing accurate and context-aware evaluations. Brijesh specializes in AI/ML solutions and has experience with serverless architectures.

Generative AI 118

Generative AI Technical Review Software Review Systems Review 118

AWS Machine Learning - AI

OCTOBER 29, 2024

As the complexity and scale of these applications grow, providing comprehensive observability and robust evaluation mechanisms are essential for maintaining high performance, quality, and user satisfaction. Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

AUGUST 5, 2024

An end-to-end RAG solution involves several components, including a knowledge base, a retrieval system, and a generation system. Solution overview The solution provides an automated end-to-end deployment of a RAG workflow using Knowledge Bases for Amazon Bedrock. txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

Knowledge Base 125

Knowledge Base AWS Generative AI Artificial Inteligence 125

AWS Machine Learning - AI

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. The following demo recording highlights Agents and Knowledge Bases for Amazon Bedrock functionality and technical implementation details.

Knowledge Base 140

Knowledge Base Insurance Lambda AWS 140

AWS Machine Learning - AI

AUGUST 5, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI. Included with Amazon Bedrock is Knowledge Bases for Amazon Bedrock.

Knowledge Base 117

Knowledge Base Artificial Inteligence Programming AWS 117

AWS Machine Learning - AI

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Knowledge Base 119

Knowledge Base Artificial Inteligence Analysis AWS 119

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. The resulting distilled models, such as DeepSeek-R1-Distill-Llama-8B (from base model Llama-3.1-8B

Generative AI 132

Generative AI Artificial Inteligence AWS Technical Review 132

AWS Machine Learning - AI

DECEMBER 4, 2024

Without specialized structured query language (SQL) knowledge or Retrieval Augmented Generation (RAG) expertise, these analysts struggle to combine insights effectively from both sources. SageMaker Unified Studio setup SageMaker Unified Studio is a browser-based web application where you can use all your data and tools for analytics and AI.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

NOVEMBER 22, 2024

Since Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. Haiku model to receive answers to an array of questions because it’s a performant, fast, and cost-effective option.

Generative AI 99

Generative AI AWS Technical Review Backup 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 95

Knowledge Base AWS Generative AI Artificial Inteligence 95

AWS Machine Learning - AI

DECEMBER 11, 2024

General productivity Amazon Q Business specializes in Retrieval Augmented Generation (RAG) over enterprise and domain-specific datasets, and can also perform general knowledge retrieval and content generation tasks. We deliver our chatbot experience through a custom web frontend, as well as through a Slack application.

AWS 109

AWS Generative AI Technical Review Artificial Inteligence 109

AWS Machine Learning - AI

OCTOBER 11, 2024

The assistant can filter out irrelevant events (based on your organization’s policies), recommend actions, create and manage issue tickets in integrated IT service management (ITSM) tools to track actions, and query knowledge bases for insights related to operational events. It has several key components.

Cloud 97

Cloud AWS Serverless Policies 97

AWS Machine Learning - AI

SEPTEMBER 24, 2024

It’s a fully serverless architecture that uses Amazon OpenSearch Serverless , which can run petabyte-scale workloads, without you having to manage the underlying infrastructure. This solution uses Amazon Bedrock LLMs to find answers to questions from your knowledge base. Choose your new knowledge base to open it.

Knowledge Base 101

Knowledge Base Generative AI Artificial Inteligence Lambda 101

AWS Machine Learning - AI

NOVEMBER 7, 2024

API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

NOVEMBER 22, 2023

In addition, customers are looking for choices to select the most performant and cost-effective machine learning (ML) model and the ability to perform necessary customization (fine-tuning) to fit their business use cases. The LLM generated text, and the IR system retrieves relevant information from a knowledge base.

Artificial Inteligence 124

Artificial Inteligence Serverless Engineering Machine Learning 124

AWS Machine Learning - AI

JANUARY 22, 2025

To address this challenge, we recently enabled customers to perform free text searches on the event management page, allowing new users to run queries with minimal product knowledge. 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 ).

Network 111

Network Artificial Inteligence Machine Learning Serverless 111

AWS Machine Learning - AI

JUNE 26, 2024

To add to these challenges, they must think critically under time pressure and perform their tasks quickly to keep up with the pace of the market. Both the action groups and knowledge base are optional and not required for the agent itself. The following diagram illustrates the technical architecture.

Artificial Inteligence 135

Artificial Inteligence Research Knowledge Base Applications 135

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 Lambda function performs the actions by calling the JIRA API or database with the required parameters provided from the agent.

Generative AI 116

Generative AI Systems Review System Lambda 116

AWS Machine Learning - AI

SEPTEMBER 26, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Artificial Inteligence 117

Artificial Inteligence Generative AI Knowledge Base AWS 117

AWS Machine Learning - AI

OCTOBER 1, 2024

Voice-based assistants like Alexa demonstrate how we are entering an era of conversational interfaces. We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. All the services that we use are serverless and fully managed by AWS. We discuss this later in the post.

Serverless 91

Serverless Artificial Inteligence AWS Software Review 91

AWS Machine Learning - AI

APRIL 29, 2025

Reducing data leakage and malicious use Although generative AI has the potential to be a force for good, models might also be exploited by adversaries looking to extract sensitive information or perform harmful actions. The offline evaluation pipeline uses tools like Giskard to detect performance, bias, and security issues in AI systems.

Generative AI 72

Generative AI Weak Development Team AWS Artificial Inteligence 72

AWS Machine Learning - AI

JANUARY 29, 2025

With Amazon Bedrock Knowledge Bases , you securely connect FMs in Amazon Bedrock to your company data for RAG. Amazon Bedrock Knowledge Bases facilitates data ingestion from various supported data sources; manages data chunking, parsing, and embeddings; and populates the vector store with the embeddings.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

AWS Machine Learning - AI

MAY 13, 2024

This is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API. It’s serverless, so you don’t have to manage any infrastructure.

Generative AI 136

Generative AI Artificial Inteligence Report Healthcare 136

AWS Machine Learning - AI

APRIL 9, 2025

Overview of key metrics Amazon Q Business Insights (see the following screenshot) offers a comprehensive set of metrics that provide valuable insights into user engagement and system performance. By using CloudWatch Log Insights, administrators can create custom queries to extract and analyze detailed performance data.

Weak Development Team 89

Weak Development Team Metrics Systems Review AWS 89

AWS Machine Learning - AI

MARCH 20, 2025

Asure anticipated that generative AI could aid contact center leaders to understand their teams support performance, identify gaps and pain points in their products, and recognize the most effective strategies for training customer support representatives using call transcripts.

Generative AI 92

Generative AI Artificial Inteligence Metrics AWS 92

AWS Machine Learning - AI

AUGUST 2, 2024

An approach to product stewardship with generative AI Large language models (LLMs) are trained with vast amounts of information crawled from the internet, capturing considerable knowledge from multiple domains. However, their knowledge is static and tied to the data used during the pre-training phase.

Artificial Inteligence 126

Artificial Inteligence Generative AI Energy Knowledge Base 126

AWS Machine Learning - AI

MARCH 7, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

JULY 10, 2024

They need a full range of capabilities to build and scale generative AI applications that are tailored to their business and use case —including apps with built-in generative AI, tools to rapidly experiment and build their own generative AI apps, a cost-effective and performant infrastructure, and security controls and guardrails.

Artificial Inteligence 142

Artificial Inteligence AWS Generative AI Knowledge Base 142

AWS Machine Learning - AI

OCTOBER 23, 2024

Built using Amazon Bedrock Knowledge Bases , Amazon Lex , and Amazon Connect , with WhatsApp as the channel, our solution provides users with a familiar and convenient interface. The solution’s scalability quickly accommodates growing data volumes and user queries thanks to AWS serverless offerings.

Lambda 93

Lambda Knowledge Base AWS Generative AI 93

AWS Machine Learning - AI

MAY 30, 2024

With Bedrock’s serverless experience, one can get started quickly, privately customize FMs with their own data, and easily integrate and deploy them into applications using the AWS tools without having to manage any infrastructure. However, for this use case, the complexity associated with fine-tuning and the costs were not warranted.

Artificial Inteligence 131

Artificial Inteligence Technical Review Development Team Review Software Review 131

AWS Machine Learning - AI

MARCH 5, 2025

These benchmarks are essential for tracking performance drift over time and for statistically comparing multiple assistants in accomplishing the same task. Additionally, they enable quantifying performance changes as a function of enhancements to the underlying assistant, all within a controlled setting. 201% $12.2B

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

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. The resulting distilled models, such as DeepSeek-R1-Distill-Llama-8B (from base model Llama-3.1-8B

Generative AI 118

Generative AI Artificial Inteligence AWS Technical Review 118

AWS Machine Learning - AI

OCTOBER 15, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Lambda 93

Lambda Knowledge Base AWS Generative AI 93