AWS Machine Learning - AI

NOVEMBER 7, 2024

Access to car manuals and technical documentation helps the agent provide additional context for curated guidance, enhancing the quality of customer interactions. The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket.

Lambda 124

Lambda Enterprise Automotive Knowledge Base 124

AWS Machine Learning - AI

NOVEMBER 22, 2024

This post discusses how to use AWS Step Functions to efficiently coordinate multi-step generative AI workflows, such as parallelizing API calls to Amazon Bedrock to quickly gather answers to lists of submitted questions.

Generative AI 88

Generative AI AWS Technical Review Backup 88

AWS Machine Learning - AI

MARCH 20, 2025

Today, were excited to announce the general availability of Amazon Bedrock Data Automation , a powerful, fully managed feature within Amazon Bedrock that automate the generation of useful insights from unstructured multimodal content such as documents, images, audio, and video for your AI-powered applications. billion in 2025 to USD 66.68

Data 101

Data Generative AI Artificial Inteligence Compliance 101

AWS Machine Learning - AI

NOVEMBER 6, 2024

With Amazon Q Business , Hearst’s CCoE team built a solution to scale cloud best practices by providing employees across multiple business units self-service access to a centralized collection of documents and information. The CCoE implemented AWS Organizations across a substantial number of business units.

Generative AI 105

Generative AI Government Technical Review Innovation 105

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. Importantly, your document and data are not stored after processing. Make sure your AWS credentials are configured correctly.

Software Review 104

Software Review Technical Review AWS Artificial Inteligence 104

AWS Machine Learning - AI

JANUARY 13, 2025

Amazon Q Business as a web experience makes AWS best practices readily accessible, providing cloud-centered recommendations quickly and making it straightforward to access AWS service functions, limits, and implementations. This post covers how to integrate Amazon Q Business into your enterprise setup.

Generative AI 101

Generative AI AWS Innovation Knowledge Base 101

AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. The following figure illustrates the high-level design of the solution.

Generative AI 119

Generative AI Lambda Applications AWS 119

AWS Machine Learning - AI

NOVEMBER 20, 2024

Whether it’s structured data in databases or unstructured content in document repositories, enterprises often struggle to efficiently query and use this wealth of information. The solution combines data from an Amazon Aurora MySQL-Compatible Edition database and data stored in an Amazon Simple Storage Service (Amazon S3) bucket.

Data 109

Data AWS Groups Knowledge Base 109

AWS Machine Learning - AI

FEBRUARY 6, 2024

A key part of the submission process is authoring regulatory documents like the Common Technical Document (CTD), a comprehensive standard formatted document for submitting applications, amendments, supplements, and reports to the FDA. The tedious process of compiling hundreds of documents is also prone to errors.

Generative AI 125

Generative AI AWS Lambda Technical Review 125

AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 120

Scalability Lambda Generative AI AWS 120

AWS Machine Learning - AI

OCTOBER 29, 2024

This solution uses decorators in your application code to capture and log metadata such as input prompts, output results, run time, and custom metadata, offering enhanced security, ease of use, flexibility, and integration with native AWS services. Additionally, you can choose what gets logged.

Generative AI 108

Generative AI Applications AWS Knowledge Base 108

AWS Machine Learning - AI

MARCH 3, 2025

Hybrid architecture with AWS Local Zones To minimize the impact of network latency on TTFT for users regardless of their locations, a hybrid architecture can be implemented by extending AWS services from commercial Regions to edge locations closer to end users. Next, create a subnet inside each Local Zone. Amazon Linux 2).

AWS 69

AWS Artificial Inteligence Technical Review Systems Review 69

AWS Machine Learning - AI

JANUARY 13, 2025

This is where intelligent document processing (IDP), coupled with the power of generative AI , emerges as a game-changing solution. The process involves the collection and analysis of extensive documentation, including self-evaluation reports (SERs), supporting evidence, and various media formats from the institutions being reviewed.

Education 102

Education Report Technical Review Generative AI 102

AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

Knowledge Base 99

Knowledge Base Generative AI Technical Review Lambda 99

AWS Machine Learning - AI

FEBRUARY 11, 2025

Large-scale data ingestion is crucial for applications such as document analysis, summarization, research, and knowledge management. These tasks often involve processing vast amounts of documents, which can be time-consuming and labor-intensive. Then we introduce the solution deployment using three AWS CloudFormation templates.

Knowledge Base 88

Knowledge Base Lambda Enterprise AWS 88

AWS Machine Learning - AI

DECEMBER 3, 2024

The challenge: Resolving application problems before they impact customers New Relic’s 2024 Observability Forecast highlights three key operational challenges: Tool and context switching – Engineers use multiple monitoring tools, support desks, and documentation systems. Customer Solutions Manager at AWS. Solutions Architect at AWS.

Technical Review 103

Technical Review AWS eCommerce Systems Review 103

AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times.

Generative AI 108

Generative AI Video Engineering Artificial Inteligence 108

AWS Machine Learning - AI

APRIL 11, 2024

Organizations across industries want to categorize and extract insights from high volumes of documents of different formats. Manually processing these documents to classify and extract information remains expensive, error prone, and difficult to scale. Categorizing documents is an important first step in IDP systems.

Artificial Inteligence 126

Artificial Inteligence Lambda AWS Machine Learning 126

AWS Machine Learning - AI

APRIL 26, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. Today, we’re introducing the new capability to chat with your document with zero setup in Knowledge Bases for Amazon Bedrock. Businesses incur charges for data storage and management.

Knowledge Base 122

Knowledge Base Generative AI Artificial Inteligence AWS 122

AWS Machine Learning - AI

MARCH 18, 2025

Site monitors conduct on-site visits, interview personnel, and verify documentation to assess adherence to protocols and regulatory requirements. However, this process can be time-consuming and prone to errors, particularly when dealing with extensive audio recordings and voluminous documentation.

Artificial Inteligence 81

Artificial Inteligence Technical Review Healthcare Systems Review 81

AWS Machine Learning - AI

NOVEMBER 21, 2024

We guide you through deploying the necessary infrastructure using AWS CloudFormation , creating an internal labeling workforce, and setting up your first labeling job. Solution overview This audio/video segmentation solution combines several AWS services to create a robust annotation workflow. We demonstrate how to use Wavesurfer.js

Video 94

Video Lambda AWS Generative AI 94

AWS Machine Learning - AI

MARCH 7, 2025

Mozart, the leading platform for creating and updating insurance forms, enables customers to organize, author, and file forms seamlessly, while its companion uses generative AI to compare policy documents and provide summaries of changes in minutes, cutting the change adoption time from days or weeks to minutes.

Generative AI 74

Generative AI Technical Review Insurance Policies 74

AWS Machine Learning - AI

MARCH 5, 2025

For example, consider how the following source document chunk from the Amazon 2023 letter to shareholders can be converted to question-answering ground truth. 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.

Generative AI 73

Generative AI Systems Review Software Review Artificial Inteligence 73

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. Traditionally, cloud engineers learning IaC would manually sift through documentation and best practices to write compliant IaC scripts.

AWS 125

AWS Applications Lambda Knowledge Base 125

AWS Machine Learning - AI

JANUARY 22, 2025

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 AWS tools without having to manage any infrastructure. You will be given two documents to compare. Here are the two documents.

Generative AI 107

Generative AI Video Analysis Technical Review 107

Kaseya

MAY 13, 2021

As the name suggests, a cloud service provider is essentially a third-party company that offers a cloud-based platform for application, infrastructure or storage services. In a public cloud, all of the hardware, software, networking and storage infrastructure is owned and managed by the cloud service provider. What Is a Public Cloud?

Google Cloud 122

Google Cloud Azure AWS Cloud 122

AWS Machine Learning - AI

MARCH 3, 2025

These recipes include a training stack validated by Amazon Web Services (AWS) , which removes the tedious work of experimenting with different model configurations, minimizing the time it takes for iterative evaluation and testing. Alternatively, you can also use AWS Systems Manager and run a command like the following to start the session.

Artificial Inteligence 84

Artificial Inteligence Generative AI AWS Training 84

AWS Machine Learning - AI

NOVEMBER 15, 2024

At AWS, we are committed to developing AI responsibly , taking a people-centric approach that prioritizes education, science, and our customers, integrating responsible AI across the end-to-end AI lifecycle. For human-in-the-loop evaluation, which can be done by either AWS managed or customer managed teams, you must bring your own dataset.

Applications 108

Applications Generative AI AWS Artificial Inteligence 108

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 97

Applications Enterprise Authentication AWS 97

AWS Machine Learning - AI

AUGUST 5, 2024

This post demonstrates how to seamlessly automate the deployment of an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and AWS CloudFormation , enabling organizations to quickly and effortlessly set up a powerful RAG system. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

Knowledge Base 121

Knowledge Base AWS Generative AI Artificial Inteligence 121

AWS Machine Learning - AI

APRIL 30, 2024

The success of these applications depends on two key factors: first, that an end-user of the application is only able to see responses generated from documents they have been granted access to, and second, that each user’s conversation history is private, secure, and accessible only to the user.

Generative AI 126

Generative AI AWS Enterprise Authentication 126

AWS Machine Learning - AI

SEPTEMBER 3, 2024

Reduced operational overhead – The EMR Serverless integration with AWS streamlines big data processing by managing the underlying infrastructure, freeing up your team’s time and resources. Runtime roles are AWS Identity and Access Management (IAM) roles that you can specify when submitting a job or query to an EMR Serverless application.

Serverless 112

Serverless AWS Artificial Inteligence Big Data 112

AWS Machine Learning - AI

FEBRUARY 26, 2024

By using AWS services, our architecture provides real-time visibility into LLM behavior and enables teams to quickly identify and address any issues or anomalies. In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda.

Artificial Inteligence 135

Artificial Inteligence AWS Lambda Metrics 135

Perficient

FEBRUARY 10, 2025

You open your laptop, search through Salesforce documentation, and suddenly feel overwhelmed by terms like data storage, file storage, and big objects. In this blog, lets break down the types of storage in Salesforce in a way thats easy to understand. File Storage Stores files like attachments, documents, and images.

Software Review 52

Software Review Storage Data AWS 52

Xebia

JANUARY 23, 2025

Take for example the ability to interact with various cloud services such as Cloud Storage, BigQuery, Cloud SQL, etc. This is often the case for organizations that store data in Cloud Storage or analyse this using BigQuery, while there is still the legal requirement of protecting this data.

Policies 130

Policies Storage Google Cloud Cloud 130

AWS Machine Learning - AI

AUGUST 26, 2024

At AWS, we are transforming our seller and customer journeys by using generative artificial intelligence (AI) across the sales lifecycle. It will be able to answer questions, generate content, and facilitate bidirectional interactions, all while continuously using internal AWS and external data to deliver timely, personalized insights.

Generative AI 122

Generative AI AWS Artificial Inteligence Technical Review 122

AWS Machine Learning - AI

NOVEMBER 27, 2024

These longer sequence lengths allow models to better understand long-range dependencies in text, generate more globally coherent outputs, and handle tasks requiring analysis of lengthy documents. The training data, securely stored in Amazon Simple Storage Service (Amazon S3), is copied to the cluster.

Training 105

Training Artificial Inteligence AWS Machine Learning 105