Senior Data Scientist
Current
Jun 2022 - Present
Who is Ming He? Overview
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Quick answer
Ming He is listed as Senior Data Scientist at Apple, based in Bellevue, Washington, United States. AeroLeads shows a matched LinkedIn profile for Ming He.
Ming He previously worked as Senior Data Scientist at Indeed.Com and Assistant Professor at University Of Technology Sydney. Ming He holds Ph.D., Economics from University Of Washington.
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Apple
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Profile bio
About Ming He
• In-depth knowledge of statistics, machine learning, economics, econometrics• Experienced in quantitative modeling and data analysis• Programming skills: Python, C++, Java, SQL, R, Matlab, Latex
Listed skills include Python, Machine Learning, Sql, Research, and 9 others.
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5 roles
Ming He work experience
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Senior Data Scientist
Jul 2018 - Jun 2022
Assistant Professor
Data Projects• Built a music creator to compose music given user-specified music character vector (Python) - Predicted missing labels on the music characters using random forest and GBDT models - Used the seq2seq method to train a recurrent neural network on 22G music data, and created new music given user-specified music character vector - Developed metric to evaluate the similarity between original music and generated musics • Built a convolutional neural network to classify animals using 60k colored images andachieved an 85% accuracy (Python)• Built an NLP word2vec model (skipgram, CBOW, negative sampling method, stochastic gradient descent) to train word vectors using the Stanford Sentiment Treebank dataset (Python)Statistical Projects• Developed statistical method to allocate limited bed nets among treatment programs in West Kenya to fight malaria, improved social welfare by 17% compared to the benchmark solution (R)• Nonparametric analysis on 40 years’ contest data from the U.S. House of Representativeselections, found the incumbent’s winning probability 2.7 times larger than the challenger’s (R)• Developed a smoothed Q-learning algorithm to help physicians make informed decision on treatment choice for the patients (R)• Identified bidders' private information in the common value auction, helped the seller to design the optimal reserve price to increase revenue (R)Teaching• Field Course in Empirical Industrial Organization (Ph.D.)• Field Course in Econometrics (Ph.D.)• Introductory Econometrics (Undergraduate)
Aug 2016 - Jul 2018
Fellow At Insight Data Science
Insight Data Science
Project: WEAT (A Group Dining Restaurant Recommender System)• Analyzed 12G yelp data, built a group dinner restaurant recommendation system by using collaborative filtering and the NLP method latent semantic analysis (Postgresql, Python, sklearn, NLTK, Gensim)• Used the multi-armed bandit reinforcement learning algorithm for real-time validation • Developed an interactive front end with Flask, Bootstrap, and AWS
Jan 2018 - May 2018
Research Assistant
Project: structural estimation of auction models• Developed nonparametric method for estimating common value auction models• Estimated the optimal reserve price for the U.S. government that can lead to an increase ofrevenue by 30% ($410M) in the outer continental shelf wildcat auctions
Sep 2013 - Jul 2016
3 education records
Ming He education
Ph.D., Economics
University Of Washington
B.S., Environmental Science
Renmin University Of China
M.A., Economics
Vanderbilt University
FAQ
Frequently asked questions about Ming He
Quick answers generated from the profile data available on this page.
What company does Ming He work for?
Ming He works for Apple.
What is Ming He's role at Apple?
Ming He is listed as Senior Data Scientist at Apple.
Where is Ming He based?
Ming He is based in Bellevue, Washington, United States while working with Apple.
What companies has Ming He worked for?
Ming He has worked for Apple, Indeed.Com, University Of Technology Sydney, Insight Data Science, and University Of Washington.
How can I contact Ming He?
You can use AeroLeads to view verified contact signals for Ming He at Apple, including work email, phone, and LinkedIn data when available.
What schools did Ming He attend?
Ming He holds Ph.D., Economics from University Of Washington.
What skills is Ming He known for?
Ming He is listed with skills including Python, Machine Learning, Sql, Research, R, Data Science, Natural Language Processing, and Matlab.
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