Entries by tag: machine-learning-engineering

Including child/synonym tags

Paper Summary: Hidden Technical Debt in Machine Learning Systems  23 Mar 2020    paper-summary machine-learning-engineering technical-debt
Summary of the 2015 article "Hidden Technical Debt in Machine Learning Systems" by Sculley et al. Read More ›

Paper Summary: Software Engineering for Machine Learning: A Case Study  25 Jan 2020    paper-summary machine-learning-engineering software-engineering
Summary of the 2019 article "Software Engineering for Machine Learning: A Case Study" by Amershi et al. Read More ›

Paper Summary: Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift  23 Dec 2019    paper-summary machine-learning-engineering
Summary of the 2019 article "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift" by Rabanser et al. Read More ›

Paper Summary: 150 Successful Machine Learning Models: 6 Lessons Learned at Booking.com  09 Nov 2019    paper-summary machine-learning-engineering
Summary of the 2019 article "150 Successful Machine Learning Models: 6 Lessons Learned at Booking.com" by Bernardi et al. Read More ›

Michelangelo Palette Overview  08 Jun 2019    machine-learning-engineering
Overview of Palette, the feature store system that is part of Uber's Michelangelo Mahcine Learning Platform. Based off the talk given at qcon.ai. Read More ›

Paper Summary: Scaling Distributed Machine Learning with the Parameter Server  25 May 2019    paper-summary machine-learning-engineering distributed-computing
Summary of the 2014 article "Scaling Distributed Machine Learning with the Parameter Server" by Li et al. Read More ›

Thoughts on Michelangelo: Uber's Machine Learning Platform  20 Nov 2018    machine-learning-platforms
Reading and dissecting the way Uber does Machine Learning. Read More ›

Heads-up for Deploying Scikit-learn Models to Production: Quick Checklist  01 Sep 2018    scikit-learn production machine-learning-engineering
A couple of tips for addressing common problems and unexpected situations when using scikit-learn models in production.. Read More ›

Podcast Episode Overview: What Machine Learning Engineers need to Know  23 Apr 2018    data-science peopleware data-newsletter-5 machine-learning-engineering
Overview of a great podcast episode on how much (if at all) we need a new role for data teams, namely Machine Learning Engineers. Read More ›