A fresh graduate with experience in AI research & solution development by working as a researcher in an AI tech company. Contributed to research and build AI models for projects in various backgrounds including Vision, Segmentation, GAN, Detection, Face Recognition, and Data Analysis. Completed the first project in charge of integrating communication and analytical skills. A fast learner quickly adapts to new IT trends and models. Currently interested in text-to-image generation sector such as Dall-e and data analytics, but open to any subjects. Expect to contribute to developing a new AI & Big Data adapted service and develop, customize AI models.
Interests
Machine Learning/Deep Learning
Computer Vision and Image Processing
Metric learning (image retrieval)
Text-to-image generation
Data Analysis
Educations
The Hong Kong Polytechnic University (Hong Kong, 2015.09 – 2020.09)
BSc(Hons) in Enterprise Information Systems
First place in PolyU Proof-of-Concept (POC) Cash Award 2017 (2017.06)
Big Piney High School (United States, 2013.08 – 2015.05)
Work Experience
Researcher at SOYNET Co., Ltd.,
Seoul, KR 2020.12 – Now
Industrial Placement in Cybersecurity team at HSBC Hong Kong,
Hong Kong 2018.07 – 2019.07
Skills / Certificates
Programming Languages: Python - Java - C,C++ - JavaScript - PHP - R
Tools and Frameworks: TensorFlow - Keras - PyTorch - Numpy - Pandas - ScikitLearn
OS, Version Control and Issue Tracking: Linux - Git - Docker
Web Programming: HTML - CSS - Flask - FastAPI
SQL Developer (SQLD) Issued by Korea Data Agency (2020.10)
TensorFlow Developer Certicicate Issued by Google (2020.12)
Projects
Effective transaction fraud detection with ML and DL models including LGBM, XGBoost, DNN, AutoKeras
obtained AUC 94%
Credit Card Approval Prediction EDA and modeling
SK employee mobile application data sentiment analysis
Sketch to Image with GAN (Pix2Pix)
Public facilities status detection and prediction (Korea government AI task)
Face Recognition and Mask Detection
Classification of the short-circuit marks caused by electric fires
Crop growth information prediction model including measure of crop's height, width, and leaf counting