Production Deployment Checklist for Machine Learning Models

Описание: Production deployment is the first step to getting trained machine learning models out of the lab and running at scale to deliver ML-generated predictions and insights to improve outcomes. This tech talk will provide you with a short checklist to review for every deployment to ensure that your models run and scale appropriately every time.

00:00 Intro
00:50 History of the Checklist
1:37 Production ML Checklist
2:29 5 Goals for a Production ML Model
3:00 Error Traps for Checklist
4:50 Sample Checklist
5:47 Lessons Learned


Link to Github repo & Checklist: https://github.com/modzy/model-deploy....

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#ml #machinelearning #mlops