AWS Machine Learning Blog

JUNE 11, 2025

Gardenia Technologies, a data analytics company, partnered with the AWS Prototyping and Cloud Engineering (PACE) team to develop Report GenAI , a fully automated ESG reporting solution powered by the latest generative AI models on Amazon Bedrock. The agent then works collaboratively with ESG professionals to review and fine-tune responses.

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AWS Machine Learning Blog

DECEMBER 3, 2024

Although generative AI is fueling transformative innovations, enterprises may still experience sharply divided data silos when it comes to enterprise knowledge, in particular between unstructured content (such as PDFs, Word documents, and HTML pages), and structured data (real-time data and reports stored in databases or data lakes).

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databricks

JUNE 11, 2025

Second, based on this natural language guidance, our algorithms intelligently translate the guidance into technical optimizations – refining the retrieval algorithm, enhancing prompts, filtering the vector database, or even modifying the agentic pattern.

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Dataconomy

NOVEMBER 27, 2024

Tens of thousands of cloud computing professionals and enthusiasts will gather in Las Vegas for Amazon Web Services’ (AWS) re:Invent 2024 from December 2-6. AWS re:Invent 2024: Generative AI in focus at Las Vegas event Attendees can expect a robust emphasis on generative AI throughout the event, with over 500 sessions planned.

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Flipboard

MAY 29, 2025

It also comes with ready-to-deploy code samples to help you get started quickly with deploying GeoFMs in your own applications on AWS. For a full architecture diagram demonstrating how the flow can be implemented on AWS, see the accompanying GitHub repository. Lets dive in! Solution overview At the core of our solution is a GeoFM.

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AWS Machine Learning Blog

JANUARY 30, 2025

The AWS Social Responsibility & Impact (SRI) team recognized an opportunity to augment this function using generative AI. Historically, AWS Health Equity Initiative applications were reviewed manually by a review committee. The team used DynamoDB, a NoSQL database, to store the personas, rubrics, and submitted proposals.

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AWS Machine Learning Blog

APRIL 30, 2025

Agent function calling represents a critical capability for modern AI applications, allowing models to interact with external tools, databases, and APIs by accurately determining when and how to invoke specific functions. You can track these job status details in both the AWS Management Console and AWS SDK.

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Flipboard

NOVEMBER 20, 2024

Mark43’s public safety solution built on the AWS Cloud Mark43 offers a cloud-native Public Safety Platform with powerful computer-aided dispatch (CAD), records management system (RMS), and analytics solutions, positioning agencies at the forefront of public safety technology.

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Data Science Dojo

NOVEMBER 5, 2024

It covers a range of topics including generative AI, LLM basics, natural language processing, vector databases, prompt engineering, and much more. You get a chance to work on various projects that involve practical exercises with vector databases, embeddings, and deployment frameworks.

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AWS Machine Learning Blog

MAY 20, 2025

This post explores how Onity Group , a financial services company specializing in mortgage servicing and origination, used Amazon Bedrock and other AWS services to transform their document processing capabilities. Data is encrypted at rest using AWS Key Management Service (AWS KMS) and in transit using TLS protocols.

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AWS Machine Learning Blog

JULY 10, 2024

Today at the AWS New York Summit, we announced a wide range of capabilities for customers to tailor generative AI to their needs and realize the benefits of generative AI faster. Each application can be immediately scaled to thousands of users and is secure and fully managed by AWS, eliminating the need for any operational expertise.

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AWS Machine Learning Blog

NOVEMBER 22, 2023

Yes, the AWS re:Invent season is upon us and as always, the place to be is Las Vegas! are the sessions dedicated to AWS DeepRacer ! Generative AI is at the heart of the AWS Village this year. You marked your calendars, you booked your hotel, and you even purchased the airfare. And last but not least (and always fun!)

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AWS Machine Learning Blog

NOVEMBER 15, 2024

The available data sources are: Stock Prices Database Contains historical stock price data for publicly traded companies. Analyst Notes Database Knowledge base containing reports from Analysts on their interpretation and analyis of economic events. Stock Prices Database The question is about a stock price.

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AWS Machine Learning Blog

DECEMBER 3, 2024

According to New Relic’s 2024 Observability Forecast , businesses face a median annual downtime of 77 hours from high-impact outages. For instance, you can investigate a sudden spike in web service response times or a slow database. To get started on training, enroll for free Amazon Q training from AWS Training and Certification.

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AWS Machine Learning Blog

MARCH 11, 2025

OpenAI launched GPT-4o in May 2024, and Amazon introduced Amazon Nova models at AWS re:Invent in December 2024. Vector database FloTorch selected Amazon OpenSearch Service as a vector database for its high-performance metrics. Interested users are invited to try out FloTorch from AWS Marketplace or from GitHub.

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AWS Machine Learning Blog

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.

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AWS Machine Learning Blog

OCTOBER 23, 2024

Agent Creator is a versatile extension to the SnapLogic platform that is compatible with modern databases, APIs, and even legacy mainframe systems, fostering seamless integration across various data environments. Pre-built templates tailored to various use cases are included, significantly enhancing both employee and customer experiences.

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Towards AI

APRIL 3, 2024

Last Updated on April 3, 2024 by Editorial Team Author(s): Harish Siva Subramanian Originally published on Towards AI. Photo by Caspar Camille Rubin on Unsplash AWS Athena is a serverless interactive query system. Glue Crawler Setup The next step is setting up a Glue crawler to extract the schema of this file and create a database.

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Towards AI

OCTOBER 4, 2024

Last Updated on October 5, 2024 by Editorial Team Author(s): Julius Nyerere Nyambok Originally published on Towards AI. this article, we will deploy resources on AWS through Terraform and create a CI/CD pipeline on Gitlab to automate the deployment process. AWS CLI — A command line interface to authenticate our AWS credentials.

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AWS Machine Learning Blog

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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Data Science Dojo

MAY 24, 2024

10 Must-Have AI Skills to Help You Excel Top 10 AI Engineering Skills to Have in 2024 1. These technologies help manage large volumes of data beyond what is manageable with traditional databases and are essential for tasks that require processing large datasets efficiently.

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AWS Machine Learning Blog

FEBRUARY 18, 2025

Recognizing this challenge as an opportunity for innovation, F1 partnered with Amazon Web Services (AWS) to develop an AI-driven solution using Amazon Bedrock to streamline issue resolution. The objective was to use AWS to replicate and automate the current manual troubleshooting process for two candidate systems.

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Flipboard

MARCH 31, 2025

billion in 2024 to $47.1 These tools allow agents to interact with APIs, access databases, execute scripts, analyze data, and even communicate with other external systems. Scalability and reliability backed by AWS infrastructure This means your agent systems can handle increasing workloads while maintaining consistent performance.

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AWS Machine Learning Blog

APRIL 14, 2025

Text-to-SQL empowers people to explore data and draw insights using natural language, without requiring specialized database knowledge. Amazon Web Services (AWS) has helped many customers connect this text-to-SQL capability with their own data, which means more employees can generate insights.

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AWS Machine Learning Blog

JUNE 11, 2025

For instance, a developer setting up a continuous integration and delivery (CI/CD) pipeline in a new AWS Region or running a pipeline on a dev branch can quickly access Adobe-specific guidelines and best practices through this centralized system. Building on these learnings, improving retrieval precision emerged as the next critical step.

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Dataconomy

JULY 11, 2024

In 2024, several technologies are set to revolutionize the way we develop mobile apps, enhancing performance, security, and user experience. Internet of Things (IoT) integration IoT platforms The integration of IoT in mobile apps is expanding, with platforms like AWS IoT and Azure IoT offering robust solutions.

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AWS Machine Learning Blog

FEBRUARY 28, 2024

Structured Query Language (SQL) is a complex language that requires an understanding of databases and metadata. Second, you might need to build text-to-SQL features for every database because data is often not stored in a single target. Our solution aims to address those challenges using Amazon Bedrock and AWS Analytics Services.

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IBM Journey to AI blog

JUNE 11, 2024

Further to the acquisition, Broadcom decided to discontinue (link resides outside ibm.com) its AWS authorization to resell VMware Cloud on AWS as of 30 April 2024. As a result, AWS will no longer be able to offer new subscriptions or additional services.

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AWS Machine Learning Blog

MAY 15, 2025

In 2024, Vxceed launched a strategy to integrate generative AI into its solutions, aiming to enhance customer experiences and boost operational efficiency. As part of this initiative, Vxceed developed LimoConnectQ using Amazon Bedrock and AWS Lambda. The agent validates addresses using geolocation APIs for accuracy before proceeding.

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AWS Machine Learning Blog

MARCH 18, 2025

SQL is one of the key languages widely used across businesses, and it requires an understanding of databases and table metadata. Firstly, LLMs dont have access to enterprise databases, and the models need to be customized to understand the specific database of an enterprise. The following diagram shows the solution architecture.

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AWS Machine Learning Blog

MARCH 7, 2025

Today, Amazon Web Services (AWS) announced the general availability of Amazon Bedrock Knowledge Bases GraphRAG (GraphRAG), a capability in Amazon Bedrock Knowledge Bases that enhances Retrieval-Augmented Generation (RAG) with graph data in Amazon Neptune Analytics. For Knowledge Base details , enter a name and an optional description.

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AWS Machine Learning Blog

APRIL 30, 2025

This post explores key insights and lessons learned from AWS customers in Europe, Middle East, and Africa (EMEA) who have successfully navigated this transition, providing a roadmap for others looking to follow suit. Il Sole 24 Ore leveraged its vast internal knowledge with a Retrieval Augmented Generation (RAG) solution powered by AWS.

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AWS Machine Learning Blog

AUGUST 20, 2024

To bridge this gap, you need advanced natural language processing (NLP) to map user queries to database schema, tables, and operations. Amazon Q Business can create SQL queries to your data sources when provided with the database schema, additional metadata describing the columns and tables, and prompting instructions.

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Pickl AI

FEBRUARY 10, 2025

Summary: This blog provides an in-depth look at the top 20 AWS interview questions, complete with detailed answers. Covering essential topics such as EC2, S3, security, and cost optimization, this guide is designed to equip candidates with the knowledge needed to excel in AWS-related interviews and advance their careers in cloud computing.

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AWS Machine Learning Blog

MAY 22, 2025

Configuring an Amazon Q Business application using AWS IAM Identity Center. Go to the AWS Management Console for Amazon Q Business and choose Enhancements then Integrations. Specialist Solutions Architect GenAI at AWS with 4.5 Access to the Microsoft Entra admin center. How to find your Microsoft Entra tenant ID.

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AWS Machine Learning Blog

SEPTEMBER 11, 2024

In this post, we demonstrate how to build a robust real-time anomaly detection solution for streaming time series data using Amazon Managed Service for Apache Flink and other AWS managed services. It offers an AWS CloudFormation template for straightforward deployment in an AWS account. anomalyScore":0.0,"detectionPeriodStartTime":"2024-08-29

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AWS Machine Learning Blog

JUNE 12, 2025

In this post, we illustrate how VideoAmp , a media measurement company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to develop a prototype of the VideoAmp Natural Language (NL) Analytics Chatbot to uncover meaningful insights at scale within media analytics data using Amazon Bedrock.

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