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Resume - Hsu, Hsiu-Wei
1. ่จฑไฟฎ็ Hsiu-Wei Hsu
A quick learner and a goal-oriented person. My researches were mostly focusing on deep reinforcement learning and
deep learning, aiming to control mobile robots and UAVs with modeless methods, also interested in computer v . More
of my works can be seen in my portfolio:ย https://hackmd.io/@showay/BJpYytM5U.
๏ย ย ๏กย ย ๏
Taipei๏ผTW
df405102@gmail.comย
Educationย ย
M.Eng,ย ย Dept. of Mechanical Engineering, National Chiao Tung University, Hsinchu, Taiwan, 2018 - 2020.
B.S.Eng, Dept. of Mechanical Engineering, National Chiao Tung University, Hsinchu, Taiwan, 2014 - 2017.
Skills
Programming / OS
Python, C++, Arduino, VB
Linux ( Ubuntu, Elementary OS )
Deep Learning
PyTorch, Tensor ow, Keras, Keras-rl,
OpenAI-Gym, OpenAI-baselines,
stable-baselines
Other Related
Robot Operating System (ROS),
Gazebo, Control System,
OpenCV, scikit-learn, Markdown,
Git ( GitHub/ Gitkraken/ Git ow ),
TOEIC - 910
Researches
Image-Based Control of Quadrotors Using Deep Reinforcement
Learning,ย ย Jan 2018 ~ 2020
keywords: PyTorch, TD3, RNN, VAE, Markov Decision Process, Quadcopter, DRL
A project of the Ministry of Science and Technology leads by Prof. Jen-Hui Chuang.ย
The goal of the DRL controller was to control the quadrotor with forward-looking images to
pass gates with di erent sizes.
Deep Reinforcement Learning-Based Mapless Motion Planning
keywords: Tensorflow, keras-rl, DDPG, pyglet, DRL
Using MDP model to solve mapless motion planning problem with local information.
A trivial sub-optimal numerical expert was introduced as demonstration, which lead the agent to
find a better policy.
Automation of Shape Forming and Board Lasting in theย Production
Line ofย Shoe-Making , Dec 2017 ~ Jul 2018
keywords: Scikit-Learn, Random Forest, OpenCV, Machine Learning
An industry-university cooperation project aimed to enhance the automation of shoe-making
production line.ย
My part was to correct the position and orientation of unformed shoes feeding by a 6-axis
robot arm.ย
Obstacles Avoidance with Q-Learning and Lidar, Jul 2017 ~ Dec 2017
keywords: Reinforcement Learning, ROS, Gazebo, Markov Decision Process
Table-based Q learning written from scratch.
Source Code:ย https://bitbucket.org/showay29/q-learning-turtlebot/src/master/
Gate Pose Estimation Using PilotNet, Jul 2019 ~ Dec 2019
keywords: Deep Learning, RVIZ, ROS, CNN
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2. Estimates the position and pose on body frame with single image.
Side Projects
Home Security Project
keywords: IOT, Flask, RPi, MCU, LINE Bot
A home security project that monitors
unauthorized door opening event
constructed by Linkit 7697, Raspberry Pi,
and IFTTT service.
Source Code:
https://github.com/showaykerker/Linkit7697_Do
orMonitor
Lan-NCTU
keywords: Midi Protocol, MCU, VCV Rack
A modern midi instrument with rgb
programmable lights patterns and 9DOF
imu sensor.
Source Code:
https://github.com/showaykerker/lan_nct
u