AWS Machine Learning Blog

OCTOBER 17, 2024

With the advent of generative AI and machine learning, new opportunities for enhancement became available for different industries and processes. AWS HealthScribe combines speech recognition and generative AI trained specifically for healthcare documentation to accelerate clinical documentation and enhance the consultation experience.

AWS 112

AWS Machine Learning Machine Learning AI 112

AWS Machine Learning Blog

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.

AWS 123

AWS AI AI Python 123

databricks

JUNE 18, 2025

Events Data + AI Summit Data + AI World Tour Data Intelligence Days Event Calendar Blog and Podcasts Databricks Blog Explore news, product announcements, and more Databricks Mosaic Research Blog Discover the latest in our Gen AI research Data Brew Podcast Let’s talk data!

AI 178

AI AI Data Science Business Intelligence 178

Flipboard

NOVEMBER 20, 2024

Mark43 , a public safety technology company, recognized this challenge and embedded generative artificial intelligence (AI) capabilities into their application using Amazon Q Business to transform how law enforcement agencies interact with their mission-critical applications.

AWS 145

AWS AI AI Analytics 145

AWS Machine Learning Blog

OCTOBER 31, 2024

Amazon SageMaker Ground Truth enables the creation of high-quality, large-scale training datasets, essential for fine-tuning across a wide range of applications, including large language models (LLMs) and generative AI. This feature is currently available in all AWS Regions that support SageMaker Ground Truth.

AWS 115

AWS Natural Language Processing ML ML 115

Flipboard

JUNE 17, 2025

Generative AI has rapidly evolved from a novelty to a powerful driver of innovation. From summarizing complex legal documents to powering advanced chat-based assistants, AI capabilities are expanding at an increasing pace. Gartner predicts that 30% of generative AI projects will be abandoned in 2025.

Data Quality 131

Data Quality AWS AI AI 131

databricks

JUNE 12, 2025

Events Data + AI Summit Data + AI World Tour Data Intelligence Days Event Calendar Blog and Podcasts Databricks Blog Explore news, product announcements, and more Databricks Mosaic Research Blog Discover the latest in our Gen AI research Data Brew Podcast Let’s talk data! Join now Ready to get started?

Data Engineer 237

Data Engineer Data Engineering Data Engineering Data Engineering 237

AWS Machine Learning Blog

DECEMBER 5, 2024

As generative AI continues to drive innovation across industries and our daily lives, the need for responsible AI has become increasingly important. At AWS, we believe the long-term success of AI depends on the ability to inspire trust among users, customers, and society.

AWS 108

AWS AI AI Natural Language Processing 108

databricks

JUNE 11, 2025

Events Data + AI Summit Data + AI World Tour Data Intelligence Days Event Calendar Blog and Podcasts Databricks Blog Explore news, product announcements, and more Databricks Mosaic Research Blog Discover the latest in our Gen AI research Data Brew Podcast Let’s talk data! REGISTER Ready to get started?

Database 213

Database Data Lakes ETL Analytics 213

Flipboard

MAY 5, 2025

Home Table of Contents Build a Search Engine: Setting Up AWS OpenSearch Introduction What Is AWS OpenSearch? What AWS OpenSearch Is Commonly Used For Key Features of AWS OpenSearch How Does AWS OpenSearch Work? Why Use AWS OpenSearch for Semantic Search? Looking for the source code to this post?

AWS 115

AWS Clustering Deep Learning Deep Learning 115

AWS Machine Learning Blog

MARCH 3, 2025

Recent advances in generative AI have led to the proliferation of new generation of conversational AI assistants powered by foundation models (FMs). Conversational AI assistants are typically deployed directly on users devices, such as smartphones, tablets, or desktop computers, enabling quick, local processing of voice or text input.

AWS 78

AWS AI AI Deep Learning 78

Dataconomy

JUNE 19, 2025

While not a “solo unicorn,” as Base44 had eight employees, the sale has generated discussion regarding the potential for highly productive individuals to create valuable companies using AI. His brother is a co-founder of Token Security, an AI security startup that recently raised $20 million.

91

91

AWS Machine Learning Blog

NOVEMBER 7, 2024

Generative AI has transformed customer support, offering businesses the ability to respond faster, more accurately, and with greater personalization. AI agents , powered by large language models (LLMs), can analyze complex customer inquiries, access multiple data sources, and deliver relevant, detailed responses.

AWS 129

AWS Python Database AI 129

AWS Machine Learning Blog

MARCH 19, 2025

Generative AI is rapidly transforming the modern workplace, offering unprecedented capabilities that augment how we interact with text and data. By harnessing the latest advancements in generative AI, we empower employees to unlock new levels of efficiency and creativity within the tools they already use every day.

AWS 110

AWS AI AI Cloud Computing 110

AWS Machine Learning Blog

NOVEMBER 14, 2024

Prerequisites To perform this solution, complete the following: Create and activate an AWS account. Make sure your AWS credentials are configured correctly. This tutorial assumes you have the necessary AWS Identity and Access Management (IAM) permissions. Install Python 3.7 or later on your local machine.

AWS 109

AWS Python AI AI 109

AWS Machine Learning Blog

DECEMBER 4, 2024

Businesses are under pressure to show return on investment (ROI) from AI use cases, whether predictive machine learning (ML) or generative AI. Only 54% of ML prototypes make it to production, and only 5% of generative AI use cases make it to production. This post is cowritten with Isaac Cameron and Alex Gnibus from Tecton.

ML 98

ML ML AWS AI 98

AWS Machine Learning Blog

APRIL 11, 2024

AWS was delighted to present to and connect with over 18,000 in-person and 267,000 virtual attendees at NVIDIA GTC, a global artificial intelligence (AI) conference that took place March 2024 in San Jose, California, returning to a hybrid, in-person experience for the first time since 2019.

AWS 129

AWS AI AI Clustering 129

AWS Machine Learning Blog

JANUARY 29, 2025

Open foundation models (FMs) have become a cornerstone of generative AI innovation, enabling organizations to build and customize AI applications while maintaining control over their costs and deployment strategies. Prerequisites You should have the following prerequisites: An AWS account with access to Amazon Bedrock.

AWS 131

AWS ML ML AI 131

Flipboard

APRIL 23, 2025

Retrieval Augmented Generation (RAG) applications have become increasingly popular due to their ability to enhance generative AI tasks with contextually relevant information. See the OWASP Top 10 for Large Language Model Applications to learn more about the unique security risks associated with generative AI applications.

AWS 147

AWS ML ML AI 147

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! Now all you need is some guidance on generative AI and machine learning (ML) sessions to attend at this twelfth edition of re:Invent. And although generative AI has appeared in previous events, this year we’re taking it to the next level.

AWS 136

AWS ML ML AI 136

AWS Machine Learning Blog

FEBRUARY 13, 2025

AI agents continue to gain momentum, as businesses use the power of generative AI to reinvent customer experiences and automate complex workflows. In this post, we explore how to build an application using Amazon Bedrock inline agents, demonstrating how a single AI assistant can adapt its capabilities dynamically based on user roles.

AWS 92

AWS AI AI ML 92

AWS Machine Learning Blog

OCTOBER 21, 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.

AWS 142

AWS AI AI ML 142

Flipboard

APRIL 1, 2025

Foundation models (FMs) and generative AI are transforming enterprise operations across industries. McKinsey & Companys recent research estimates generative AI could contribute up to $4.4 McKinsey & Companys recent research estimates generative AI could contribute up to $4.4

AWS 163

AWS AI AI Computer Science 163

AWS Machine Learning Blog

OCTOBER 11, 2024

These agents work with AWS managed infrastructure capabilities and Amazon Bedrock , reducing infrastructure management overhead. Prerequisites To run this demo in your AWS account, complete the following prerequisites: Create an AWS account if you don’t already have one. For more details, see Amazon S3 pricing.

AWS 137

AWS Natural Language Processing AI AI 137

AWS Machine Learning Blog

OCTOBER 24, 2024

Prerequisites Before you begin, make sure you have the following prerequisites in place: An AWS account and role with the AWS Identity and Access Management (IAM) privileges to deploy the following resources: IAM roles. Open the AWS Management Console, go to Amazon Bedrock, and choose Model access in the navigation pane.

Data Warehouse 112

Data Warehouse Machine Learning Machine Learning Cloud Data 112

Flipboard

MAY 1, 2025

Amazon SageMaker AI provides the ability to host LLMs without worrying about scaling or managing the undifferentiated heavy lifting. You can deploy your model or LLM to SageMaker AI hosting services and get an endpoint that can be used for real-time inference.

AI 165

AI AI AWS Python 165

AWS Machine Learning Blog

NOVEMBER 7, 2024

Generative AI has emerged as a game-changer, offering unprecedented opportunities for creative professionals to push boundaries and unlock new realms of possibility. At the forefront of this revolution is Stability AI’s family of cutting-edge text-to-image AI models. Stable Image Ultra 1.0 Parameters 2.6

AWS 119

AWS AI AI Deep Learning 119

AWS Machine Learning Blog

OCTOBER 21, 2024

Generative AI adoption among various industries is revolutionizing different types of applications, including image editing. However, by using various AWS services, you can quickly deploy a serverless solution to edit images. However, by using various AWS services, you can quickly deploy a serverless solution to edit images.

AWS 95

AWS AI AI Artificial Intelligence 95

AWS Machine Learning Blog

JULY 11, 2024

To enable secure and scalable model customization, Amazon Web Services (AWS) announced support for customizing models in Amazon Bedrock at AWS re:Invent 2023. To enable secure and scalable model customization, Amazon Web Services (AWS) announced support for customizing models in Amazon Bedrock at AWS re:Invent 2023.

AWS 128

AWS AI AI Data Quality 128

AWS Machine Learning Blog

APRIL 1, 2025

AWS App Studio is a generative AI-powered service that uses natural language to build business applications, empowering a new set of builders to create applications in minutes. Cross-instance Import and Export Enabling straightforward and self-service migration of App Studio applications across AWS Regions and AWS accounts.

AWS 99

AWS AI AI Data Engineering 99

AWS Machine Learning Blog

APRIL 7, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies and AWS. Solution overview The following diagram provides a high-level overview of AWS services and features through a sample use case.

Database 118

Database AWS Natural Language Processing AI 118

AWS Machine Learning Blog

NOVEMBER 27, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon available through an API, so you can choose from a wide range of FMs to find the model that best suits your use case. Grant the agent permissions to AWS services through the IAM service role.

AWS 107

AWS AI AI Cloud Computing 107

AWS Machine Learning Blog

OCTOBER 23, 2024

The landscape of enterprise application development is undergoing a seismic shift with the advent of generative AI. This intuitive platform enables the rapid development of AI-powered solutions such as conversational interfaces, document summarization tools, and content generation apps through a drag-and-drop interface.

AI 85

AI AI AWS Database 85

IBM Journey to AI blog

SEPTEMBER 11, 2023

We are in the midst of an AI revolution where organizations are seeking to leverage data for business transformation and harness generative AI and foundation models to boost productivity, innovate, enhance customer experiences, and gain a competitive edge. Watsonx.data on AWS: Imagine having the power of data at your fingertips.

AWS 121

AWS Data Warehouse AI AI 121

Flipboard

MARCH 31, 2025

The enterprise AI landscape is undergoing a seismic shift as agentic systems transition from experimental tools to mission-critical business assets. In 2025, AI agents are expected to become integral to business operations, with Deloitte predicting that 25% of enterprises using generative AI will deploy AI agents, growing to 50% by 2027.

AWS 177

AWS AI AI Natural Language Processing 177

Flipboard

APRIL 24, 2025

Recent advances in generative AI have led to the rapid evolution of natural language to SQL (NL2SQL) technology, which uses pre-trained large language models (LLMs) and natural language to generate database queries in the moment. AWS solution architecture In this section, we illustrate how you might implement the architecture on AWS.

SQL 148

SQL Database AWS ML 148

AWS Machine Learning Blog

JULY 26, 2023

Generative AI Foundations on AWS is a new technical deep dive course that gives you the conceptual fundamentals, practical advice, and hands-on guidance to pre-train, fine-tune, and deploy state-of-the-art foundation models on AWS and beyond. Feel free to reach out to me on Medium, LinkedIn , GitHub , or through your AWS teams.

AWS 98

AWS AI AI Machine Learning 98