Yu Huang


  1. M.S., Computer Science, The University of Chicago
  2. M.S., Zoology/Biology, Western University
  3. M.D., Medicine, Xiangya School of Medicine, Central South University



Predicting Hospitalized Time of Covid-19 Patients

Supervised Machine Learning in Healthcare See publication

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Explainable Deep Learning in Breast Cancer Prediction

Understanding Convolutional Neural Network Prediction Results in Healthcare See publication

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Explainable Machine Learning for Healthcare

Understanding Machine Learning in Healthcare See publication

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Common Machine Learning and Deep Learning Methods for Clinical Text Classification

Natural Language Processing (NLP) for Healthcare Using NLTK, spaCy, TF-IDF, Word Embedding with non-sequence and sequence modeling See publication

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Clinical Named Entity Recognition Using spaCy

A Healthcare Domain-Specific NER Method with spaCy See publication

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About:

Yu, M.D., M.S. in computer science, was a Sr. Principal Software Engineer (from May 2009 to Dec. 2021) at Argonne National Lab (from 2004 - 2021) with demonstrated tracking records in data analytics, data & software engineering, and machine learning in biomedical field, industry, university and national lab.


  1. 1. Machine learning:
    • (a) Collaborated with colleages in Argonne in studying electronic health records (EHR) using deep learning and NLP methods.
    • (b) Authored and submitted a research proposal on machine learning in synthetic biology.
    • (c) Authored articles on explainable machine learning and deep learning in Towards Data Science
    • (d) Used common machine learning and deep learning libraries such as Scikit-Learn, Keras with TensorFlow, etc.

  2. 2. Data analytics:
    • (a) Established and developed APS data analytical infrastructure/platform, using SAP Business Intelligence (e.g., BusinessObjects, Universe Designer) Universes and Objects, Data Warehourse, ETL pipelines, etc.
    • Built and maintained servers, user accounts, SAP Business Intelligence universes, reports, etc.
    • Extensive working experiences in using SAP Business Intelligence (Universe Designer, BusinessObjects) software to design Universes and Objects for data Analytics and data visualization.
    • (b) Extensive working experiences in data science stack (Python, Numpy, Pandas, Matplotlib, Jupyter Notebook, etc.), SQL and PLSQL, Oracle database, and data warehouse
    • (c) Responsible for generating APS scientific user facility annual report for DOE (Department of Energy) and other decision making reports for Argonne National Laboratory management.

  3. 3. Software development
    • (a) Played a leading role in monitoring and selecting modern technologies for software development.
    • (b) Applied modern technologies, especially open source tools to software development at Photon Science scientific user facility in Argonne National Laboratory: React Mobile App, JavaScript framework (angular, react.js/react native.js, node.js, expo, etc.), API development using Docker micro-services, Python, Flask, Nginx, Gunicorn, etc.
    • (c) Responsible for whole software development life cycle (with agile process): project planning, software requirements gathering, analysis, design, development (coding), testing, deployment, and maintenance.

  4. 4. Other job related skills:
    • (a) Version controls: Git, GitHub, GitLab, Subversion, etc.
    • (b) Platforms: Mac, Linux, Windows.
    • (c) Agile development process: is a Certified Scrum Developer® and a Certified ScrumMaster®.

  5. 5. Achievements:
    • (a) Yu Received multiple Argonne national lab Pacesetter and Impact Argonne Awards in the past seventeen years for the outstanding work in data analytics, business intelligence, data engineering, and software development.
    • (b) Yu was an active member of Argonne Women in Science and Technology (Steering Committee Member since 2014).


Yu was a Technical Analyst at the University of Illinois (from 2002 - 2004) for the Enterprise Resource Planning (ERP) & Enterprise Application Integration (EAI) Project.



Yu was a Member of Technical Staff (MTS) at Lucent Technologies (from 2000 - 2001).



Yu was a Sr. Biological & Medical Researcher at The University of Chicago Biological Science Division / Medicine / UC Hospital
Departments: Pharmacology, Immunology and Neurology (from 1996 - 2000)