Yiqing Zhang 张艺庆

Contact - Education - Research/Internship - Tutoring

Welcome to my home page. I am now studying as a PhD candidate in the School of Computing and Information System in the University of Melbourne. My PhD advisor/supervisor are Prof Rui Zhang and Dr Jianzhong Qi

I am interested in the area of machine learning, data mining and computer vision.

Contact

E-mail: yiqing DOT zhang AT unimelb DOT edu DOT au

Education

Sept. 2015 - Now

PhD Candidate
School of Computing and Information System ,University of Melbourne
Aug. 2010 - July 2015

Bachlor Degree
Department of Computer Science and Technology, Tsinghua University

 

Research/Internship

Dec 2014-
July. 2015

Part time internship in Accenture Technology Lab, Beijing
Supervisor: Manager Andy Guo Ma

I developed a online demo, which could record speakers' sound in browser from several different people and be able to distinguish speakers' sound. In the project, I use openear lib to get the features of those sounds and svm machine learning algorithm to make prediction. Lamp(Linux, apache, mysql, php) technology was used to deploy the website. Other job duties during the internship include focused crawling of web pages, doing research about pedestrian and face recognition, as well as daily system maintenance.

Jan. 2014-
Mar. 2014

A self initiated project - crawling transaction data from a online P2P lending website and analyzing

Being interested in the area of online P2P lending, I have crawled all the 400 thousand transaction data pages of the private P2P lending website www.ppdai.com. I then extracted useful information using python’s urllib and beautifulsoup library, after that I stored all the data into a data warehouse. Further, I used R language to model the data and I ran several different models, including SVM and Decision Tree. I used user profile and transaction profile as features, and I use different models to predict whether a user will pay the money back in a certain transaction. The final result has about 0.85 precision rate and 0.91 F-score. I even design a program that helps to guide the investment procedure, and I invest some of my own money on that website according to my analysis. The annual earning rate according to my analysis is more than 10 percent.

 

Tutoring

Feb 2017 - Jun 2017 Foundation of Algorithms COMP10002 Tutor
Feb 2017 - Jun 2017 Programming and Software Development COMP90041 Head Tutor
July 2016 - Nov 2016 Engineering Computing COMP20005 Lab Demonstrator
Feb 2016 - Jun 2016 Foundation of Algorithms COMP10002 Tutor
Feb 2016 - Jun 2016 Programming and Software Development COMP90041 Head Tutor
Feb 2016 - Jun 2016 Programming and Software Development COMP90041 Lab Demonstrator