Locations:
Min Investment:
Max Investment:
Target Investment:
2022
2022
Coming soon!
2020
2020
2021
2021
2018 - 2020
2018 - 2020
2016 - 2016
2016 - 2016
2014 - 2015
2014 - 2015
Interdisciplinary teams of graduate and undergraduate students to work with real-word teams for semester- and year-long projects - Berkeley URAP researcher under Professor Cathryn Carson - Worked on BIDS collaborative client project called Carpool in the field of transportation and logistics - Implemented predictive models for cancellation rate, demand and supply in certain places and time
2014 - 2015
- Implemented CNN architectures to classify images to assign price bucket label. - Achieved a state-of-art result of approximately 60% accuracy solely using images.
2014 - 2015
With modern electronic stock exchanges, dark pools, algorithmic trading and high frequency trading, monitoring and analyzing daily activities is critical to continual successful operation of financial markets. Such analysis reveals the magnitude of High Frequency Trading, behavior of Flash Crashes and and detection of Predatory Trading. The analysis involves processing daily quote files and daily trade files having quote and trade activity from all stock exchanges at millisecond intervals for all stocks. This analysis requires big data processing techniques.
2014 - 2015
2015 - 2015
2015 - 2015
- Helped develop a back-end server and improved services by making data-driven decisions - Implemented machine learning algorithms to enhance service quality, efficiency and user retention rate - Proposed and worked on the following projects: nudging passenger behavior, classification of malicious passengers and drivers and filtering noises of GPS data
2013 - 2015
- Joined Korean Army as a software engineer - Developed and operated web services for entire army using Java framework - Endorsed as a software engineer in task-force team and built five military software programs including KJDDCS which aggregated, curated, shared and broadcasted confidential data delivered to the Chairman of the Joint Chiefs of Staff and other directors - Received awards from Ministry of Defense and major general from Defense Command and Communication Force
2012 - 2013
2012 - 2013
2011 - 2011
2011 - 2011