Enabling hybrid ML workflows on Amazon EKS and Amazon SageMaker with one-click Kubeflow on AWS deployment

Favorite Today, many AWS customers are building enterprise-ready machine learning (ML) platforms on Amazon Elastic Kubernetes Service (Amazon EKS) using Kubeflow on AWS (an AWS-specific distribution of Kubeflow) across many use cases, including computer vision, natural language understanding, speech translation, and financial modeling. With the latest release of open-source Kubeflow

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Shared by AWS Machine Learning November 16, 2022

Build a cross-account MLOps workflow using the Amazon SageMaker model registry

Favorite A well-designed CI/CD pipeline is essential to scale any software development workflow effectively. When designing production CI/CD pipelines, AWS recommends leveraging multiple accounts to isolate resources, contain security threats and simplify billing-and data science pipelines are no different. At AWS, we’re continuing to innovate to simplify the MLOps workflow.

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Shared by AWS Machine Learning November 16, 2022

How OSI got to Mastodon

Favorite We have a new official social media channel for the Open Source Initiative: OSI is… The post How OSI got to Mastodon first appeared on Voices of Open Source. Click Here to View Original Source (opensource.org)

Mixture-of-Experts with Expert Choice Routing

Favorite Posted by Yanqi Zhou, Research Scientist, Google Research Brain Team The capacity of a neural network to absorb information is limited by the number of its parameters, and as a consequence, finding more effective ways to increase model parameters has become a trend in deep learning research. Mixture-of-experts (MoE),

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Shared by Google AI Technology November 16, 2022

New Amazon HealthLake capabilities enable next-generation imaging solutions and precision health analytics

Favorite At AWS, we have been investing in healthcare since Day 1 with customers including Moderna, Rush University Medical Center, and the NHS who have built breakthrough innovations in the cloud. From developing public health analytics hubs, to improving health equity and patient outcomes, to developing a COVID-19 vaccine in just

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Shared by AWS Machine Learning November 15, 2022

Detect multicollinearity, target leakage, and feature correlation with Amazon SageMaker Data Wrangler

Favorite In machine learning (ML), data quality has direct impact on model quality. This is why data scientists and data engineers spend significant amount of time perfecting training datasets. Nevertheless, no dataset is perfect—there are trade-offs to the preprocessing techniques such as oversampling, normalization, and imputation. Also, mistakes and errors

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Shared by AWS Machine Learning November 15, 2022

A conversation with Thomas Friedman about AI

Favorite Technology has an unmistakable impact on society — the way we work, learn and play have all changed significantly over the past decade. As SVP of Technology and Society, part of my work at Google is connecting people and ideas to help shape the future of our most ambitious

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Shared by Google AI Technology November 15, 2022