AWS Machine Learning Blog

JUNE 11, 2024

Starting with the AWS Neuron 2.18 release , you can now launch Neuron DLAMIs (AWS Deep Learning AMIs) and Neuron DLCs (AWS Deep Learning Containers) with the latest released Neuron packages on the same day as the Neuron SDK release. AWS DLCs provide a set of Docker images that are pre-installed with deep learning frameworks.

AWS 129

AWS Deep Learning Deep Learning ML 129

Flipboard

APRIL 17, 2025

We are delighted to introduce the new AWS Well-Architected Generative AI Lens. Use the lens to make sure that your generative AI workloads are architected with operational excellence, security, reliability, performance efficiency, cost optimization, and sustainability in mind.

AWS 165

AWS AI AI Computer Science 165

Flipboard

NOVEMBER 18, 2024

Amazon Web Services(AWS) has introduced Multi-Agent Orchestrator, a framework, that offers a solution for managing multiple AI agents and handling complex conversations.

AWS 152

AWS AI AI Computer Science 152

AWS Machine Learning Blog

APRIL 30, 2025

We recommend referring to the Submit a model distillation job in Amazon Bedrock in the official AWS documentation for the most up-to-date and comprehensive information. You can track these job status details in both the AWS Management Console and AWS SDK. Prior to joining AWS, he obtained his Ph.D. David received a M.S.

AWS 121

AWS AI AI Computer Science 121

Flipboard

NOVEMBER 18, 2024

Unleash your inner developer with AWS App Studio, the generative AI-powered application builder. Turn your idea into fully-fledged, intelligent, custom, secure, and scalable software in minutes.

AWS 178

AWS AI AI Computer Science 178

Flipboard

JANUARY 6, 2025

Amazon Web Services (AWS) re:Invent drew nearly 60,000 attendees from across the globe to Las Vegas, Nevada, December 26, 2024. The conference featured 5 keynotes, 18 innovation talks, and 1,900 sessions and hands-on labs offering immersive learning and networking opportunities.

AWS 149

AWS Computer Science Computer Science Artificial Intelligence 149

Flipboard

NOVEMBER 22, 2024

With the announcement of the Amplify AI kit, we learned how to build custom UI components, conversation history and add external data to the conversation flow. In this blog post, we will learn how to build a travel planner application using React Native.

AWS 167

AWS AI AI Computer Science 167

Flipboard

DECEMBER 2, 2024

About the Authors Melanie Li , PhD, is a Senior Generative AI Specialist Solutions Architect at AWS based in Sydney, Australia, where her focus is on working with customers to build solutions leveraging state-of-the-art AI and machine learning tools. Li held data science roles in the financial and retail industries.

AWS 143

AWS ML ML Machine Learning 143

Flipboard

NOVEMBER 26, 2023

Today we are announcing two new optimized integrations for AWS Step Functions with Amazon Bedrock. Step Functions is a visual workflow service that helps developers build distributed applications, automate processes, orchestrate microservices, and create data and machine learning (ML) pipelines.

AWS 181

AWS Machine Learning Machine Learning ML 181

Flipboard

NOVEMBER 27, 2023

Amazon AWS, the cloud computing giant, has been perceived as playing catch-up with its rivals Microsoft Azure and Google Cloud in the emerging and exciting field of generative AI. But this week, at its annual AWS Re:Invent conference, Amazon plans to showcase its ambitious vision for generative AI, …

AWS 167

AWS Cloud Computing Azure AI 167

Flipboard

APRIL 24, 2025

This post describes a pattern that AWS and Cisco teams have developed and deployed that is viable at scale and addresses a broad set of challenging enterprise use cases. AWS solution architecture In this section, we illustrate how you might implement the architecture on AWS.

SQL 152

SQL Database AWS ML 152

AWS Machine Learning Blog

NOVEMBER 15, 2024

Prerequisites Make sure you meet the following prerequisites: Make sure your SageMaker AWS Identity and Access Management (IAM) role has the AmazonSageMakerFullAccess permission policy attached. You may be prompted to subscribe to this model through AWS Marketplace. On the AWS Marketplace listing , choose Continue to subscribe.

AWS 112

AWS Computer Science Computer Science Database 112

AWS Machine Learning Blog

OCTOBER 30, 2023

Amazon Bedrock is a fully managed service provided by AWS that offers developers access to foundation models (FMs) and the tools to customize them for specific applications. The workflow steps are as follows: AWS Lambda running in your private VPC subnet receives the prompt request from the generative AI application.

AWS 143

AWS ML ML Computer Science 143

AWS Machine Learning Blog

JUNE 20, 2024

AWS customers that implement secure development environments often have to restrict outbound and inbound internet traffic. Therefore, accessing AWS services without leaving the AWS network can be a secure workflow. Therefore, accessing AWS services without leaving the AWS network can be a secure workflow.

AWS 118

AWS Machine Learning Machine Learning AI 118

Flipboard

DECEMBER 13, 2024

The AWS re:Invent gathering in Las Vegas last week provided several newsworthy announcements, including the cloud giants entry into the world of AI

AWS 137

AWS AI AI Cloud Computing 137

AWS Machine Learning Blog

SEPTEMBER 27, 2024

Architecting specific AWS Cloud solutions involves creating diagrams that show relationships and interactions between different services. Instead of building the code manually, you can use Anthropic’s Claude 3’s image analysis capabilities to generate AWS CloudFormation templates by passing an architecture diagram as input.

AWS 127

AWS AI AI Computer Science 127

AWS Machine Learning Blog

JULY 8, 2024

MLOps practitioners have many options to establish an MLOps platform; one among them is cloud-based integrated platforms that scale with data science teams. AWS provides a full-stack of services to establish an MLOps platform in the cloud that is customizable to your needs while reaping all the benefits of doing ML in the cloud.

AWS 126

AWS ML ML Data Scientist 126

Flipboard

DECEMBER 5, 2024

Dive Brief: PwC is expanding its alliance with AWS in pursuit of industry-tailored generative AI applications, the two companies announced at AWS

AWS 130

AWS AI AI Computer Science 130

AWS Machine Learning Blog

MARCH 18, 2025

With this launch, you can now deploy NVIDIAs optimized reranking and embedding models to build, experiment, and responsibly scale your generative AI ideas on AWS. As part of NVIDIA AI Enterprise available in AWS Marketplace , NIM is a set of user-friendly microservices designed to streamline and accelerate the deployment of generative AI.

AWS 111

AWS AI AI Computer Science 111

AWS Machine Learning Blog

DECEMBER 4, 2024

SageMaker Unified Studio combines various AWS services, including Amazon Bedrock , Amazon SageMaker , Amazon Redshift , Amazon Glue , Amazon Athena , and Amazon Managed Workflows for Apache Airflow (MWAA) , into a comprehensive data and AI development platform. Navigate to the AWS Secrets Manager console and find the secret -api-keys.

AWS 109

AWS AI AI SQL 109

AWS Machine Learning Blog

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.

AWS 115

AWS AI AI ML 115

Flipboard

DECEMBER 5, 2024

I sat down with AWS CEO Matt Garman at the company’s re:Invent conference in Las Vegas, Nevada to talk through Amazon’s AI strategy and plans for the future.

AWS 144

AWS AI AI Computer Science 144

AWS Machine Learning Blog

FEBRUARY 29, 2024

In this post, we investigate of potential for the AWS Graviton3 processor to accelerate neural network training for ThirdAI’s unique CPU-based deep learning engine. As shown in our results, we observed a significant training speedup with AWS Graviton3 over the comparable Intel and NVIDIA instances on several representative modeling workloads.

AWS 137

AWS Deep Learning Deep Learning ML 137

AWS Machine Learning Blog

JUNE 27, 2024

In this post, we describe how we built our cutting-edge productivity agent NinjaLLM, the backbone of MyNinja.ai, using AWS Trainium chips. We also used AWS ParallelCluster to manage cluster orchestration. For training, we chose to use a cluster of trn1.32xlarge instances to take advantage of Trainium chips. Arash co-founded Ninjatech.ai

AWS 132

AWS AI AI Clustering 132

Flipboard

DECEMBER 3, 2024

AWS Database Migration Service Schema Conversion (DMS SC) helps you accelerate your database migration to AWS. Using DMS SC, you can assess, convert, …

Database 132

Database AWS AI AI 132

AWS Machine Learning Blog

MARCH 21, 2025

AWS Lambda AWS Lambda is a compute service that runs code in response to triggers such as changes in data, changes in application state, or user actions. Prerequisites If youre new to AWS, you first need to create and set up an AWS account. We use Amazon S3 to store sample documents that are used in this solution.

AWS 117

AWS AI AI Data Scientist 117

AWS Machine Learning Blog

SEPTEMBER 5, 2023

In this post, we show how the Carrier and AWS teams applied ML to predict faults across large fleets of equipment using a single model. We first highlight how we use AWS Glue for highly parallel data processing. AWS Glue allowed us to easily run parallel data preprocessing and feature extraction. Additionally, 10.4%

AWS 126

AWS ML ML Machine Learning 126

AWS Machine Learning Blog

MARCH 15, 2024

Therefore, ML creates challenges for AWS customers who need to ensure privacy and security across distributed entities without compromising patient outcomes. After a blueprint is configured, it can be used to create consistent environments across multiple AWS accounts and Regions using continuous deployment automation.

AWS 140

AWS ML ML Machine Learning 140

insideBIGDATA

JANUARY 16, 2024

In this contributed article, Stefano Soatto, Professor of Computer Science at the University of California, Los Angeles and a Vice President at Amazon Web Services, discusses generative AI models and how they are designed and trained to hallucinate, so hallucinations are a common product of any generative model.

Computer Science 259

Computer Science Computer Science AI AI 259

AWS Machine Learning Blog

APRIL 7, 2025

Virginia) AWS Region. Prerequisites To try the Llama 4 models in SageMaker JumpStart, you need the following prerequisites: An AWS account that will contain all your AWS resources. An AWS Identity and Access Management (IAM) role to access SageMaker AI. The example extracts and contextualizes the buildspec-1-10-2.yml

AWS 120

AWS Machine Learning Machine Learning ML 120

AWS Machine Learning Blog

OCTOBER 16, 2024

About the Author Xiong Zhou is a Senior Applied Scientist at AWS. He leads the science team for Amazon SageMaker geospatial capabilities. Janosch Woschitz is a Senior Solutions Architect at AWS, specializing in AI/ML. Li Erran Li is the applied science manager at humain-in-the-loop services, AWS AI, Amazon.

ML 123

ML ML Clustering Machine Learning 123

AWS Machine Learning Blog

JANUARY 30, 2025

You can now use DeepSeek-R1 to build, experiment, and responsibly scale your generative AI ideas on AWS. To check if you have quotas for P5e, open the Service Quotas console and under AWS Services , choose Amazon SageMaker , and confirm youre using ml.p5e.48xlarge 48xlarge instance in the AWS Region you are deploying.

AWS 137

AWS Python AI AI 137

AWS Machine Learning Blog

DECEMBER 6, 2024

The model is deployed in an AWS secure environment and under your virtual private cloud (VPC) controls, helping to support data security. Prerequisites To try out both NeMo models in SageMaker JumpStart, you will need the following prerequisites: An AWS account that will contain all your AWS resources. Preston Tuggle is a Sr.

AWS 109

AWS ML ML AI 109

Flipboard

JANUARY 7, 2025

Learn more about Project Ceiba, one of worlds fastest AI super computer, and the latest co-invention between NVIDIA and AWS.

AWS 123

AWS AI AI Cloud Computing 123

AWS Machine Learning Blog

MAY 1, 2025

Prerequisites To use this feature, make sure that you have satisfied the following requirements: An active AWS account. model customization is available in the US West (Oregon) AWS Region. Sovik Kumar Nath is an AI/ML and Generative AI senior solution architect with AWS. Applied Scientist in AWS Agentic AI. Meta Llama 3.2

AWS 85

AWS ML ML AI 85

Flipboard

JULY 5, 2023

Today, we are delighted to introduce the latest version of the AWS Well-Architected Machine Learning (ML) Lens whitepaper. The AWS Well-Architected Framework provides architectural best practices for designing and operating ML workloads on AWS.

Machine Learning 126

Machine Learning Machine Learning AWS ML 126

AWS Machine Learning Blog

MAY 1, 2024

Llama2 by Meta is an example of an LLM offered by AWS. To learn more about Llama 2 on AWS, refer to Llama 2 foundation models from Meta are now available in Amazon SageMaker JumpStart. Virginia) and US West (Oregon) AWS Regions, and most recently announced general availability in the US East (Ohio) Region.

AWS 128

AWS ML ML Clustering 128