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. There are three user inputs to the step function: A custom name for the ground truth dataset The input Amazon S3 prefix for the source data The percentage to sample for review.

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

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 98

Generative AI Systems Review System Lambda 98

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 112

Knowledge Base Artificial Inteligence Applications Lambda 112

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. Go directly to the Knowledge Base section. Create a service role for Agents for Amazon Bedrock.

Software Review 126

Software Review Infrastructure Lambda Generative AI 126

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 73

Generative AI Technical Review Insurance Policies 73

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.

Software Review 97

Software Review Technical Review AWS Artificial Inteligence 97

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.

Lambda 63

Lambda Generative AI AWS Software Review 63

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

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. This is achieved by writing Terraform code within an application-specific repository.

AWS 121

AWS Applications Lambda Knowledge Base 121

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.

Generative AI 104

Generative AI AWS Enterprise Artificial Inteligence 104

AWS Machine Learning - AI

APRIL 24, 2024

They also allow for simpler application layer code because the routing logic, vectorization, and memory is fully managed. It uses the provided conversation history, action groups, and knowledge bases to understand the context and determine the necessary tasks. This text input is captured and sent to the AI assistant.

Artificial Inteligence 125

Artificial Inteligence Lambda Knowledge Base IoT 125

AWS Machine Learning - AI

NOVEMBER 22, 2024

You can change and add steps without even writing code, so you can more easily evolve your application and innovate faster. Software updates and upgrades are a critical part of our service. They provide global client support with a focus on scalability, software updates, and robust data backup and recovery strategies.

Generative AI 78

Generative AI AWS Technical Review Backup 78

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. Refer to the following code: Request: POST /model-invocation-job HTTP/1.1

Artificial Inteligence 91

Artificial Inteligence Systems Review System Generative AI 91

AWS Machine Learning - AI

JANUARY 22, 2025

For an example of how to create a travel agent, refer to Agents for Amazon Bedrock now support memory retention and code interpretation (preview). In the response, you can review the flow traces, which provide detailed visibility into the execution process. Make sure the agent has user input functionality enabled.

Travel 119

Travel Hotels AWS Generative AI 119

AWS Machine Learning - AI

OCTOBER 24, 2024

In this post, we set up an agent using Amazon Bedrock Agents to act as a software application builder assistant. Agentic workflows are a fresh new perspective in building dynamic and complex business use- case based workflows with the help of large language models (LLM) as their reasoning engine or brain.

Generative AI 89

Generative AI Artificial Inteligence Applications Knowledge Base 89

AWS Machine Learning - AI

JUNE 26, 2024

Generative AI agents, which form the backbone of AI-powered assistants, can orchestrate interactions between foundation models, data sources, software applications, and users. Both the action groups and knowledge base are optional and not required for the agent itself.

Artificial Inteligence 119

Artificial Inteligence Research Knowledge Base Applications 119

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.

Generative AI 107

Generative AI Artificial Inteligence AWS Applications 107

AWS Machine Learning - AI

SEPTEMBER 20, 2024

These agents help users complete actions based on organizational data and user input, orchestrating interactions between foundation models (FMs), data sources, software applications, and user conversations. Amazon Bedrock Agents offers developers the ability to build and configure autonomous agents in their applications.

Generative AI 102

Generative AI Lambda Applications AWS 102

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 result is improved accuracy in FM responses, with reduced hallucinations due to grounding in verified data.

Lambda 89

Lambda Knowledge Base Generative AI AWS 89

AWS Machine Learning - AI

MARCH 20, 2025

Furthermore, by integrating a knowledge base containing organizational data, policies, and domain-specific information, the generative AI models can deliver more contextual, accurate, and relevant insights from the call transcripts.

Generative AI 61

Generative AI Artificial Inteligence Metrics AWS 61

AWS Machine Learning - AI

DECEMBER 22, 2023

Solution code and deployment assets can be found in the GitHub repository. Amazon Lex then invokes an AWS Lambda handler for user intent fulfillment. The Lambda function associated with the Amazon Lex chatbot contains the logic and business rules required to process the user’s intent.

Generative AI 116

Generative AI Lambda AWS Technical Review 116

AWS Machine Learning - AI

SEPTEMBER 13, 2024

This could be Amazon Elastic Compute Cloud (Amazon EC2), AWS Lambda , AWS SDK , Amazon SageMaker notebooks, or your workstation if you are doing a quick proof of concept. For the purpose of this post, this code is running on a t3a.micro EC2 instance with Amazon Linux 2023. The following diagram illustrates the solution architecture.

Generative AI 85

Generative AI AWS Technical Review Artificial Inteligence 85

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. In Part 1, we review the RAG design pattern and its limitations on analytical questions.

Artificial Inteligence 119

Artificial Inteligence Analytics Knowledge Base AWS 119

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. Amazon Cognito will send an email with a confirmation code for email verification.

Media 99

Media Lambda AWS Video 99

AWS Machine Learning - AI

JULY 10, 2024

Before introducing the details of the new capabilities, let’s review how prompts are typically developed, managed, and used in a generative AI application. This visual approach helps eliminate the need for extensive coding and provides a comprehensive overview of your application’s structure.

Generative AI 119

Generative AI Artificial Inteligence Development AWS 119

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. For example, “Cross-reference generated figures with golden source business data.”

Generative AI 117

Generative AI AWS Artificial Inteligence Technical Review 117

Perficient

AUGUST 20, 2024

Integration with AWS Services : Bedrock models seamlessly integrate with other AWS services, such as AWS Lambda, Amazon S3, and Amazon SageMaker. Let’s try to implement the Python AWS Lambda function that utilizes the AWS Bedrock’s Titan service to generate text based on an input prompt through a YAML-based cloud formation script.

AWS 52

AWS Artificial Inteligence Lambda Training 52

AWS Machine Learning - AI

OCTOBER 1, 2024

This is possible due to the Amazon Cognito identity pool , which acts as a mediator between your application user and IAM services. We tested the deployment on AWS Cloud9 , a cloud integrated development environment (IDE) for writing, running, and debugging code, with Ubuntu Server 22.04 access tokens and AWS credentials.

Serverless 79

Serverless Artificial Inteligence AWS Software Review 79

Cloud Conformity

MARCH 1, 2019

The framework underpins our entire platform and forms our Knowledge Base to ensure your cloud infrastructure is the most resilient, secure and efficient for your needs. The benefit of using Infrastructure as Code (IaC) is its consistency, speediness and the lower costs for projects to be created and deployed.

AWS 40

AWS Cloud Software Review Infrastructure 40

AWS Machine Learning - AI

DECEMBER 4, 2024

They have structured data such as sales transactions and revenue metrics stored in databases, alongside unstructured data such as customer reviews and marketing reports collected from various channels. This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data.

Generative AI 99

Generative AI Applications Technical Review Software Review 99

AWS Machine Learning - AI

NOVEMBER 30, 2023

And at the top layer, we’ve been investing in game-changing applications in key areas like generative AI-based coding. Customers are telling us that Neuron has made it easy for them to switch their existing model training and inference pipelines to Trainium and Inferentia with just a few lines of code.

Generative AI 137

Generative AI AWS Artificial Inteligence Software Review 137

AWS Machine Learning - AI

NOVEMBER 20, 2024

This technology allows for automated responses, with only complex cases requiring manual review by a human, streamlining operations and enhancing overall productivity. The combination of retrieval augmented generation (RAG) and knowledge bases enhances automated response accuracy.

Knowledge Base 104

Knowledge Base Lambda Artificial Inteligence AWS 104

AWS Machine Learning - AI

FEBRUARY 3, 2025

This post explores an innovative solution to accelerate video and audio review workflows through a thoughtfully designed user experience that enables human and AI collaboration. Traditional methods of manual review or simple keyword searches over transcripts are time-consuming and often miss important context.

Knowledge Base 88

Knowledge Base Artificial Inteligence Video UI/UX 88

AWS Machine Learning - AI

NOVEMBER 27, 2024

For enterprises in the realm of cloud computing and software development, providing secure code repositories is essential. This solution demonstrates how Amazon Bedrock Agents can be configured to scan a specific code repository, remediate vulnerabilities, and push the changes to a new branch.

Software Review 97

Software Review Lambda Generative AI Artificial Inteligence 97

AWS Machine Learning - AI

MARCH 21, 2025

This post presents a comprehensive AIOps solution that combines various AWS services such as Amazon Bedrock , AWS Lambda , and Amazon CloudWatch to create an AI assistant for effective incident management. This solution also uses Amazon Bedrock Knowledge Bases and Amazon Bedrock Agents.

Artificial Inteligence 107

Artificial Inteligence Knowledge Base Generative AI Lambda 107

AWS Machine Learning - AI

MARCH 31, 2025

Unlike traditional software, which follows pre-defined rules, AI agents can operate independently, learn from their environment, adapt to changing conditions, and make contextual decisions. Agentic systems, on the other hand, are designed to bridge this gap by combining the flexibility of context-aware systems with domain knowledge.

Systems Review 137

Systems Review System Artificial Inteligence Software Review 137

AWS Machine Learning - AI

JANUARY 24, 2025

RAG data store The Retrieval Augmented Generation (RAG) data store delivers up-to-date, precise, and access-controlled knowledge from various data sources such as data warehouses, databases, and other software as a service (SaaS) applications through data connectors. Another critical aspect of security is managing LLM outputs.

Generative AI 98

Generative AI Artificial Inteligence Lambda AWS 98