• Setup new machines for the computer science department servers, integrating them into existing network. Also assisted in the systems administration of existing host machines.

• Provided teaching assistance with the Distributed Systems course, helping students with making web servers in C, creating XML-RPC servers in multiple languages, and setting up Hadoop clusters and utilizing MapReduce.

• Worked on developing the data collection algorithm behind NR2’s core search engine for startup data by web-scraping and parsing data to create new startup profiles. The engine now has more than 200,000 startup profiles.

• Utilized BeautifulSoup and Selenium to scrape information from news outlets and websites, Python NLP libraries to keyword-tag and index data, and deployed on Google App Engine and a MongoDB database.

• Served at the NHIS as part of the mandatory South Korean military service.

• Assisted in customer service, the practice of safety measures for Covid-19, and overall maintenance of the North Seocho Division.

To reduce electric use, utilized general regression neural networks in MATLAB to predict the electric use in an all-electric building with an R2 value of 0.935.