San Francisco Bay Area
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Experience & Education

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Licenses & Certifications

Courses

  • Big Data and Large-scale Computing

    -

  • Business Intelligence and Data Mining SAS

    -

  • Data Structures for Application Programmers

    08722

  • E-Commerce System Development

    -

  • Econometrics

    -

  • Internet Finance

    -

  • Logistics and Supply Chain Management

    -

  • Machine Learning

    10601

  • Marketing Research and SPSS Application

    -

  • Practical Data Science

    15688

  • Probability Theory and Mathematical Statistics

    -

  • Programming in R for Analytics

    94842

  • Text Analytics

    95865

Projects

  • Web Scraper for Yelp Restaurant Review

    • Used Python to develop a web scraper to parse unstructured reviews for analysis
    • Parsed JSON results from Yelp API with OAuth authentication considering pagination and rate limiting
    • Parsed Yelp web page HTML using BeautifulSoup and regular expression

  • Analysis on volunteer programs of Hire Heroes USA

    - Applied clustering algorithms to learn the industry distribution of the company's target customers
    - Used Tableau to exhibit branch and customer distribution

    Other creators

  • Mobile-to-Cloud Application Design

    -

    • Used Java to developed a MVC-based web service using a RESTful API "Eventful" and deployed it to Heroku PaaS
    • Used MongoDB to store and retrieve data and designed a web-based dashboard for operation analytics
    • Developed an Android application taking requests from clients and receiving response from the cloud
    • Encrypted data using TEA and RSA

  • Machine Learning Algorithm Implementation and Application

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    • Used Python to implemented Decision Tree ID3 algorithm, and achieved about 85.8% accuracy rate on test dataset
    • Developed Neural Network algorithm using sigmoid function in a batch mode, and achieved 0.08% and 0.38% error rates in predicting hot songs and student scores separately
    • Implemented Forward, Backward, and Viterbi algorithm for Hidden Markov Model, and applied the model to the evaluation and decoding problem of word tags in text analysis

  • Website Design for Roux Meetups

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    • Designed routing pages with Node.js and Express.js handling HTTP requests
    • Used package.json scripts to realize workflow automation and used modules to realize modulization
    • Developed templates using EJS through creating partials using includes
    • Created a simple live chat room using Socket.IO

  • Analysis on the Income Inequality between Men and Women

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    • Used R to preprocessed data and used ggplot to draw graphs and to select attributes
    • Conducted linear regression and found race, education and industry significantly affect income inequality
    • Wrote a report in a markdown format

  • Database Design for a Construction Company Case

    -

    • Designed logical data model including E-R diagram, normalized schemas, and a well-developed data dictionary
    • Developed physical data model including tables, views, sequences, triggers, procedures, and functions
    • Added database objects including roles, jobs, indexes, and warehouse migration guide based on business rules

    Other creators

  • Twitter User Political Inclination Prediction

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    • Implemented SVM algorithm in Python to do political inclination classification of tweet users for better advertising
    • Used Python SQLite to store data and made queries to analyze trending tweets given a topic
    • Used Numpy and Pandas to clean data and visualized using matplotlib for correlation analysis
    • Used nltk to constructed bag-of-words TFIDF vectors and n-gram model after cleaning and tokenizing raw tweets

Honors & Awards

  • Dean's List of H. John Heinz III College 2016 Fall

    Carnegie Mellon University

  • Dean's List of H. John Heinz III College 2016 Spring

    Carnegie Mellon University

  • Dean's List of H. John Heinz III College 2015 Fall

    Carnegie Mellon University

  • Master of Information Systems and Management Merit Scholarship

    Carnegie Mellon University

Languages

  • English

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  • Chinese

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