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. You can view and create EMR clusters directly through the SageMaker notebook. This post is cowritten with Isaac Cameron and Alex Gnibus from Tecton.

ML 102

ML ML AWS AI 102

AWS Machine Learning Blog

SEPTEMBER 18, 2024

The compute clusters used in these scenarios are composed of more than thousands of AI accelerators such as GPUs or AWS Trainium and AWS Inferentia , custom machine learning (ML) chips designed by Amazon Web Services (AWS) to accelerate deep learning workloads in the cloud.

Clustering 123

Clustering AWS ML ML 123

AWS Machine Learning Blog

MAY 14, 2025

The following diagram illustrates the solution architecture for training using SageMaker HyperPod. With HyperPod, users can begin the process by connecting to the login/head node of the Slurm cluster. Alternatively, you can also use AWS Systems Manager and run a command such as the following to start the session.

Clustering 78

Clustering AWS ML ML 78

Snorkel AI

MAY 3, 2023

To empower our enterprise customers to adopt foundation models and large language models, we completely redesigned the machine learning systems behind Snorkel Flow to make sure we were meeting customer needs. In this article, we share our journey and hope that it helps you design better machine learning systems.

Machine Learning 52

Machine Learning Machine Learning ML ML 52

Snorkel AI

MAY 3, 2023

To empower our enterprise customers to adopt foundation models and large language models, we completely redesigned the machine learning systems behind Snorkel Flow to make sure we were meeting customer needs. In this article, we share our journey and hope that it helps you design better machine learning systems.

Machine Learning 52

Machine Learning Machine Learning ML ML 52

AWS Machine Learning Blog

MARCH 10, 2025

Solution overview The following figure illustrates our system architecture for CreditAI on AWS, with two key paths: the document ingestion and content extraction workflow, and the Q&A workflow for live user query response. He specializes in generative AI, machine learning, and system design.

AWS 116

AWS Database AI AI 116

AWS Machine Learning Blog

FEBRUARY 24, 2023

AWS recently released Amazon SageMaker geospatial capabilities to provide you with satellite imagery and geospatial state-of-the-art machine learning (ML) models, reducing barriers for these types of use cases. He works with customers from different sectors to accelerate high-impact data, analytics, and machine learning initiatives.

ML 103

ML ML AWS Data Pipeline 103