Badges
Certifications
Work Experience
RESEARCH ASSISTANT
Natural Intelligent Learning•  September 2019 - Present
Developed Zero-Touch Smart Elevator Control Interface based on Dynamic Hand Gesture Recognition using Leap Motion; -Developed Real-time Person Monitoring System inside Elevator based on Object Detection and Pose Estimation - Implemented EfficientNet as a backbone network for real-time instance segmentation (YOLACT) using PyTorch; - Developed Real-time Hardhat Detection based on Objection detection (YOLOv3) using TensorFlow, Keras, OpenCV;
Summer Internship (Deep Learning)
Industrial Technology Research Institute•  July 2019 - August 2019
- Project Title: DNN Model Reconstruction - Surveyed, and analyzed state-of-the-art object recognition, object detection and semantic segmentation papers (ResNet, MobileNet, RetinaNet, YOLOv3, FCOS, SSD, Faster RCNN, TridentNet, DeepLabV3, FCN, and Mask RCNN) - Reproduced YOLOv3 for real-time inference - Developed deep neural network (DNN) model for variable size and low-resolution image and video data - Implemented ResNet (Residual Network) as a backbone network for object detection, and semantic segmentation task.
Education
National Chiao Tung University
Electrical Engineering & Computer Science, PhD•  September 2018 - Present
Higher School of Economics
Computer Information Systems, MS•  September 2016 - June 2018
Thesis: Domain Adaptation using Deep Learning Relevant courses: Machine Learning, Deep Learning, Predictive Modelling, Advanced Data Mining, Image Processing Supervisor: Dr. Sergey Lisitsyn
FAST - National University of Computer and Emerging Sciences (NUCES)
Computer Science, BS•  September 2011 - August 2015
Relevant courses: Data Structures, Design and Analysis of Algorithms, Advanced Java Programming, Data Mining, Linear Algebra, Probability&Statistics Thesis: Trace Smartphone through Acoustic Fingerprint Supervisor: Dr. Fareed Ahmed