Hsu Deng Hao(Brian)

Machine Learning Related

I have taken four AI (ML)-related courses offered by NYCU. Through these courses, I have become familiar with various machine learning models and have gained hands-on experience using popular machine learning packages such as Pytorch, Tensorflow+Keras, sklearn, and opencv through assignments and a final contest arranged at the end of each course.

I have worked on various tasks including CNN applied to captcha recognition, LSTM applied to music genre recognition and parking lot occupancy estimation, opencv applied to image recognition and mouse control using gestures, sklearn applied to various datasets prediction, as well as practical implementation of a series of famous ML algorithms using only numpy.

C/C++ Related

I am also highly proficient in C/C++, thanks to the Operating System course I took. The assignments on this course included a large number of tasks related to kernel API integration and implementation of kernel algorithms. In addition to that, the algorithms and graph theory course I took was a competition-oriented course mainly taught using C++. Assignments and exams were conducted in the form of online judge coding tests, which allowed me to become highly skilled in applying algorithms and data structures. 

Front end/Back end Related

In addition, I have also taken a course in Database Systems. During the course, I used a frontend template structure provided by the teaching assistant and implemented a web page for ordering and managing orders using a phpMyadmin database and a self-developed php backend. This gave me practical experience in integrating frontend and backend systems.