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

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

How Prodege saved $1.5 million in annual human review costs using low-code computer vision AI

Favorite This post was co-authored by Arun Gupta, the Director of Business Intelligence at Prodege, LLC. Prodege is a data-driven marketing and consumer insights platform comprised of consumer brands—Swagbucks, MyPoints, Tada, ySense, InboxDollars, InboxPounds, DailyRewards, PollFish, and Upromise—along with a complementary suite of business solutions for marketers and researchers. Prodege

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Shared by AWS Machine Learning November 10, 2022