李少芃
2+ years industrial experience on deep learning and machine learning. Develop real-time computer vision related task on device with low computing resource. Seeking full time position in Software Engineering.
Data Scientist, Data Analyst, Machine Learning Engineer
城市，TW
[email protected]
工作經歷
AICS (ASUS Intelligent Cloud Services), Software Engineer, May 2019 ~ 現在
1. Develop TRVD (Traffic Rule Violation Detection) system on edge device (dashcam) and achieve 75% precision and 90% recall with rules: running red light, neglect pedestrian, tailgating and harsh cornering.
2. Explore feasibility of tracking algorithm for road scene.
3. Model deployment on Qualcomm chips, including object detection, object tracking and image classification.
4. Develop Android app with AI features, including traffic rule violation detection and driver fatigue detection.
ASUS, Software Engineer, Sep 2017 ~ Apr 2019
Develop real-time on-device computer vision related algorithm under low computing resource, including:
1. Object Tracking:
i. Design feature for low-quality depth information under correlation filter based architecture.
ii. Utilize tricks from different research to solve common issues for object tracking, including occlusion, illumination and blurring.
2. Person Re-ID
i. Survey and deploy person re-id model for purpose of long-term tracking, achieve 93% top-1 ranking.
3. Design and develop tracking framework, including object tracking, object detection and person re-id.
Deloitte, Data Science Intern, Jun 2016 ~ Dec 2016
1. Forecasting the number of enrollment for Taiwan Academy of Banking and Finance, achieve 75% AUC under limited features.
2. Apply discrete analysis like logistic regression to find out the characteristics of enrollment.
學歷
National Tsing Hua University, 科學碩士（MS）, Statistics, 2015 ~ 2017
1. Outstanding paper award from Chinese Statistical Association (Taiwan).
2. Honorary Member of The Phi Tau Phi Scholastic Honor Society of the Republic of China.
3. Top 1 ranking in Kamera: Emergency Medicine Challenge.
National Taiwan University Of Science And Technology, 理學士（BS）, Information Management, 2011 ~ 2015
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