Mingshi Liu

Machine Learning Engineer II at Amazon

Kirkland, Washington, United States
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Summary

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Rockstar
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Top School
Mingshi Liu is a Machine Learning Engineer II at Amazon with three years of hands-on experience building data-driven solutions for large-scale industrial problems. Earlier roles at Kalibri Labs and in Amazon’s Global Engineering Services sharpened his expertise in ETL, data modeling, anomaly detection, and production data pipelines handling hundreds of millions of records. He contributes to the OpenSearch project and applies ML to search and analytics use cases within AWS OpenSearch, blending research-minded experimentation with production-grade engineering. His academic path spans tourism, exhibition economics, design thinking, and a master’s in computer and information technology, reflecting an uncommon mix of domain insight and technical depth. Colleagues rely on him for pragmatic data heuristics and automated monitoring that reduce manual triage and improve data integrity. Based in Kirkland, WA, he combines hospitality-industry data experience with cloud-scale ML systems to turn complex datasets into actionable, scalable products.
code3 years of coding experience
job4 years of employment as a software developer
bookMaster's degree, Computer and Information Technology, Master's degree, Computer and Information Technology at University of Pennsylvania
bookBachelor's degree, Exhibition Economics, Bachelor's degree, Exhibition Economics at Guangdong University of Technology
bookMaster's degree, Tourism Administration, Master's degree, Tourism Administration at The George Washington University
bookCertification of Design Thinking, Business Data Analytics, Certification of Design Thinking, Business Data Analytics at University of Virginia
languagesChinese, Chinese, English
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Github Skills (43)

meilisearch10
search-engine10
opensearch10
commons10
dashboard10
relevance10
machine-learning10
machine-learning-algorithms10
opensearch-dashboards10
analytics10
java10
linear-regression10
restful10
regression10
indices10

Programming languages (4)

TypeScriptJavaHTMLPython

Github contributions (5)

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Tools to help search relevance engineers and business users tune search results for their OpenSearch applications.
Contributions:4 PRs, 131 pushes, 19 branches in 6 months
tunesearch-engineopensearchrelevancesearch
mingshl/ml-commons

Dec 2023 - Apr 2025

ml-commons provides a set of common machine learning algorithms, e.g. k-means, or linear regression, to help developers build ML related features within OpenSearch.
Contributions:210 pushes, 64 branches in 1 year 3 months
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Mingshi Liu - Machine Learning Engineer II at Amazon