Skip to footer

Mandie Liu

Mandie Liu
2 BLOG ARTICLES 1 RESEARCH PAPERS
Mandie Liu is a data scientist on Uber’s Experimentation Platform team.

Engineering Blog Articles

Under the Hood of Uber’s Experimentation Platform

Uber's experimentation platform empowers us to improve the customer experience by allowing teams to launch, debug, measure, and monitor product changes.
This series of images shows staged rollouts of features at Uber

Building Automated Feature Rollouts on Robust Regression Analysis

Building robust regression analysis not only helps ensure that new feature deployments work properly, but also lets Uber engineers automate deployments.

Research Papers

Safely and Quickly Deploying New Features with a Staged Rollout Framework Using Sequential Test...

Z. Zhao, M. Liu, A. Deb
During the rapid development cycle for Internet products (websites and mobile apps), new features are developed and rolled out to users constantly. Features with code defects or design flaws can cause outages and significant degradation of user experience. The traditional method of code review and change management can be time-consuming and error-prone. In order to make the feature rollout process safe and fast, this paper proposes a methodology for rolling out features in an automated way using an adaptive experimental design. [...] [PDF]
International Conference on Computational Intelligence and Applications, (ICCIA), 2018

Popular Articles