Reinforcement Learning
Work Experiences
- Deep Reinforcement Learning Researcher at Seoul National University Hospital, Seoul
- March 2021 ~ September 2021
- Created Robot Arm pick-and-place manipulation simulator using bullet3.
- Created RGBD imaged-based RL Agent.
- Researched high dimensional input off policy inverse-RL agent for learning from experts.
- Deep Reinforcement Learning Researcher at SpaceWalk, Seoul
- December 2019 – December 2020
- Created Automating small house design engine.
- Created Automating small house parking-lot design engine.
- Created Anomaly detection engine for abnormal designs.
- Researched Auto-regressive RL agent architecture to represent hierarchical action definition.
- Researched Model-based RL agent to mitigate complex environment interactions.
- Machine Learning Engineer at Wepop, Incheon
- January 2019 – April 2019
- Modify Social Media User Emotion Analysis System Patent Architecture.
- Created Fake account identification system on SNS.
- Machine Learning Engineer at 2MEU, Seoul
- July 2018 – December 2018
- Created retrieval-based chatbot funded by springcamp
- Created user-based recommendation system.
EDUCATION
- Inha University, Incheon Bachelor of Science in Industrial Engineering and Software Engineering
- March 2014 – August 2020
- Graduated with first class honor