Using AntiPatterns to avoid MLOps Mistakes

Using AntiPatterns to avoid MLOps Mistakes, Nikil Muralidhar et. al. I learned about this survey paper from The Data Exchange podcast. It’s a good introduction for people who just started deploying their machine learning project to production. The paper focused on supervised learning, and forcasting applications. But the observation and recommendations should be general enough to be applied to other common machine learning deployments. ...

<span title='2021-11-27 00:00:00 +0800 CST'>November 27, 2021</span>&nbsp;·&nbsp;poga

Guide to Serve Machine Learning Models in Production

Here’s a simple checklist for people who deploy machine learning models to production. Based on my personal experience. ...

<span title='2020-02-17 00:00:00 +0800 CST'>February 17, 2020</span>&nbsp;·&nbsp;poga