Summary
Overview
Work History
Education
Skills
Timeline
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Boyu Liu

Jersey City,NJ

Summary

Machine Learning Engineer re-entering the workforce after a career break dedicated to family. I have proven expertise in developing advanced models that enhance business outcomes. I'm skilled in data visualization and analytics, contributing to significant improvements in precision and efficiency.

Overview

2
2
years of professional experience

Work History

Machine Learning Engineer

Meituan
Beijing, China
02.2021 - 05.2022
  • Developed and implemented advanced machine learning models to categorize restaurants, resulting in increased high-quality restaurant contracts per salesman.
  • Designed an algorithm focused on text similarity metrics, effectively increasing the proportion of clues whose the most relevant point of interest was identified from 5% to 46% with precision 95%.
  • Guided colleagues through mentorship and delivered technical insights to leadership and product managers.

Data Analyst Intern

Orenda, Inc.
New York, NY
09.2020 - 12.2020
  • Engineered 5-minute and 24-hour stacked LSTM models for precise real-time electric load forecasting in New York.
  • Designed a robust algorithm to accurately predict annual peak load occurrences, achieving a yearly average MAPE (YAM) significantly lower than the model utilized by New York ISO (NYISO).
  • Scheduled battery dispatching given the predicted peak hour and provided Demand Reduction Value (DRV) hours.
  • Created an interactive data dashboard using Plotly, streamlining data analysis and reporting processes.

Education

Master of Science - Data Science

Columbia University
New York, NY
02-2021

Master of Science - Environmental Science

Peking University
China
06-2019

Bachelor of Science - Environmental Science

Nankai University
China
06-2016

Skills

  • Programming languages: Python, Scala, SQL, R
  • Technical skills: data analytics, data manipulation, data visualization, machine learning, statistical modeling, natural language processing, model development

Timeline

Machine Learning Engineer

Meituan
02.2021 - 05.2022

Data Analyst Intern

Orenda, Inc.
09.2020 - 12.2020

Master of Science - Data Science

Columbia University

Master of Science - Environmental Science

Peking University

Bachelor of Science - Environmental Science

Nankai University
Boyu Liu