Define and run Machine Learning pipelines on Step Functions using Python, Workflow Studio, or States Language

By Dustin Ward

AWS FeedDefine and run Machine Learning pipelines on Step Functions using Python, Workflow Studio, or States Language You can use various tools to define and run machine learning (ML) pipelines or DAGs (Directed Acyclic Graphs). Some popular options include AWS Step Functions, Apache Airflow, KubeFlow Pipelines (KFP), TensorFlow Extended (TFX), Argo, Luigi, and Amazon SageMaker…

Practical Entity Resolution on AWS to Reconcile Data in the Real World

By Dustin Ward

AWS FeedPractical Entity Resolution on AWS to Reconcile Data in the Real World This post was co-written with Mamoon Chowdry, Solutions Architect, previously at AWS. Businesses and organizations from many industries often struggle to ensure that their data is accurate. Data often has to match people or things exactly in the real world, such as…

How US federal agencies can authenticate to AWS with multi-factor authentication

By Dustin Ward

AWS FeedHow US federal agencies can authenticate to AWS with multi-factor authentication This post is part of a series about how AWS can help your US federal agency meet the requirements of the President’s Executive Order on Improving the Nation’s Cybersecurity. We recognize that government agencies have varying degrees of identity management and cloud maturity…