Johnny Chiang 蔣崇立
AI engineer, Computer vision engineer, Data Scientist
4+ years experience in data analysis and machine learning in the fields of industry, commerce, biomedicine and computer vision. I am an open-minded person and willing to share. I hope that we have the opportunity to exchange experience in the future.
Skills
Programming
Python Tensorflow OpenCV
R Keras SQL
Docker Pytorch Linux
Application
Supervised learning, Unsupervised learning, Computer vision, Dimensionality reduction, Object detection, Data augmentation, Semantic segmentation
Work Experience
ULSee, Inc., Taiwan
AI & Software engineer Oct. 2019
Develop and design the application of fall detection in healthcare.
Modeling the recognition of human body direction in WeWork system.
Design and convert the efficient model for mobile device.
Communicate and coordinate with third-parties such as Samsung.
Build SOP for data collection and develop related label tools.
Quark Biosciences, Inc., Taiwan
Data Analyst and Software engineer Oct. 2018 Sep. 2019
Eliminate batch effects of miRNA experiments through statistical methods.
Analyzing the cancer related data to find useful information and supporting decision-making.
Develop back-end API algorithms and implement software auto deployment in docker environment.
Develop back-end API algorithms and implement software auto deployment in docker environment.
Competition Experience
E.SUN Commercial Bank, LTD. , Taiwan
AI Predicting Taiwan Real Estate Competition July. 2019 July. 2019
Used XGBoosting method to predict house price and found out the significant
factors which effects house price. In just two weeks, my rank was the top 4.66%.
Chinese Applied Statistic Association, Taiwan
CASA Big Data Marketing Competition Apr. 2016 May 2016
Used membership data and sales records to construct a mathematical model that can correctly evaluate lifetime value for each customer’s consumption. Finally, we were the top 20 from 141 teams.
Education
National Tsing Hua University (NTHU), Hsinchu, Taiwan Sep. 2015 June 2017
Master of Statistics (GPA 4.11)
Adviser : Nan-Jung, Hsu
Thesis : Two-Product Mixed-Run Run-to-Run Control for Drifted Process
National Taiwan Normal University (NTNU), Taipei, Taiwan Sep. 2010 June 2015
Bachelor of Mathematics
Project
1. Develop back-end API algorithms and implement them in shiny UI
2-1. The action detection demo with DVS sensor
2-2. The application of fall detection demo in Beitou social services organization
