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Definition of Reputation Credits
Chih-En Chou (周至恩)
I have four-year experience as a theoretical physicist in the Leung Center for Cosmology and Particle Astrophysics in National Taiwan University. Now, I have a passion for anything about programming and algorithms, especially for signal processing, machine learning and data analysis.
Keelung City, Taiwan [email protected] (+886)988946242
Education
2018 - 2021
National Taiwan University
Master of Science in Physics
2014 - 2018
National Taiwan University
Bachelor of Science in Physics
Working Experience
Research Assistant • National Taiwan University
Theoretical physics researcher in the Analog Black Hole Evaporation via Lasers Group. My research was to make a theoretical prediction of the analog Hawking radiation spectrum. Eventually, the spectrum was computed by Fourier transformation and Bogoliubov transformation. See the paper: https://doi.org/10.1103/PhysRevD.103.025014
Oct. 2019 - Jan. 2022
Experience in Online Courses
Object-Oriented Data Structures in C++ • Coursera (with certificate)
Instructor: Wade Fagen-Ulmschneider (The University of Illinois at Urbana-Champaign)
I learned how to implement data structures such as linked lists and binary trees as C++ classes.
Digital Signal Processing 1 & 2 • Coursera (with certificate)
Instructor: Paolo Prandoni and Martin Vetterli (École Polytechnique Fédérale de Lausanne)
I learned how to analyze discrete-time signal and how to manipulate signals with filters by Python.
Machine Learning • Coursera
Instructor: Andrew Ng (Stanford University)
I learned the basic concepts and algorithms of machine learning in this course.
Leadership Experience
Director • NTU Rock Club
I managed all the departments in NTU rock club, which comprised hundreds of members.
Sep. 2017 - Jan. 2018
Projects
Animal Call Counter • Personal side project
Inspired by the challenge 3 on Unlocked with Z - Laptops and Desktops for Data Science and Analysis | HP® Official Site, I built a simple CNN classifier to count the number of Capuchin bird calls in given audio files.
Github: https://github.com/ChihEnChou/CNN-Capuchin-Bird-Counter.git
Audio Denoiser • Personal side project
First, the short time Fourier transform was applied to the clean audio and noisy audio. Then, the spectrograms were fed to the deep convolutional neural networks to do the regression. It's an ongoing project, where the optimization of the CNN model and a new model based on speech enhancement generative adversarial network (SEGAN) will be presented in the future.
Skills
- C++
- Python (numpy, matplotlib, tensorflow)
- Keras
- Data structure
- Matlab (SP toolbox)
- Digital signal processing
Language
- English — Intermediate
Chih-En Chou (周至恩)
I have four-year experience as a theoretical physicist in the Leung Center for Cosmology and Particle Astrophysics in National Taiwan University. Now, I have a passion for anything about programming and algorithms, especially for signal processing, machine learning and data analysis.
Keelung City, Taiwan [email protected] (+886)988946242
Education
2018 - 2021
National Taiwan University
Master of Science in Physics
2014 - 2018
National Taiwan University
Bachelor of Science in Physics
Working Experience
Research Assistant • National Taiwan University
Theoretical physics researcher in the Analog Black Hole Evaporation via Lasers Group. My research was to make a theoretical prediction of the analog Hawking radiation spectrum. Eventually, the spectrum was computed by Fourier transformation and Bogoliubov transformation. See the paper: https://doi.org/10.1103/PhysRevD.103.025014
Oct. 2019 - Jan. 2022
Experience in Online Courses
Object-Oriented Data Structures in C++ • Coursera (with certificate)
Instructor: Wade Fagen-Ulmschneider (The University of Illinois at Urbana-Champaign)
I learned how to implement data structures such as linked lists and binary trees as C++ classes.
Digital Signal Processing 1 & 2 • Coursera (with certificate)
Instructor: Paolo Prandoni and Martin Vetterli (École Polytechnique Fédérale de Lausanne)
I learned how to analyze discrete-time signal and how to manipulate signals with filters by Python.
Machine Learning • Coursera
Instructor: Andrew Ng (Stanford University)
I learned the basic concepts and algorithms of machine learning in this course.
Leadership Experience
Director • NTU Rock Club
I managed all the departments in NTU rock club, which comprised hundreds of members.
Sep. 2017 - Jan. 2018
Projects
Animal Call Counter • Personal side project
Inspired by the challenge 3 on Unlocked with Z - Laptops and Desktops for Data Science and Analysis | HP® Official Site, I built a simple CNN classifier to count the number of Capuchin bird calls in given audio files.
Github: https://github.com/ChihEnChou/CNN-Capuchin-Bird-Counter.git
Audio Denoiser • Personal side project
First, the short time Fourier transform was applied to the clean audio and noisy audio. Then, the spectrograms were fed to the deep convolutional neural networks to do the regression. It's an ongoing project, where the optimization of the CNN model and a new model based on speech enhancement generative adversarial network (SEGAN) will be presented in the future.
Skills
- C++
- Python (numpy, matplotlib, tensorflow)
- Keras
- Data structure
- Matlab (SP toolbox)
- Digital signal processing
Language
- English — Intermediate