I have completed the introduction statistics class and several upper-level mathematics classes. I am a fluent user of R programming language, Mathematica, Python and MS office suite for data processing and management. I also self-studied SQL and Java during high school. I possess the quantitative research skill as I have conducted several quantitative researches in different fields such as Economics and Geography. My recent independent research project on the housing price of Ames, IA, utilized some sophisticated machine learning techniques such as Lasso Regression and Random Forest Regression. In that project, I dealt with a huge data set with more than 1500 cases and 82 variables. I implemented some dimension reduction techniques to find out the most useful variables. After picking up all relevant variables, I eliminated some outliers using graphs and finally found the relationship between house price and those explanatory variables. The project was very complicated but it helped deepen my knowledge on statistical
I have completed the introduction statistics class and several upper-level mathematics classes. I am a fluent user of R programming language, Mathematica, Python and MS office suite for data processing and management. I also self-studied SQL and Java during high school. I possess the quantitative research skill as I have conducted several quantitative researches in different fields such as Economics and Geography. My recent independent research project on the housing price of Ames, IA, utilized some sophisticated machine learning techniques such as Lasso Regression and Random Forest Regression. In that project, I dealt with a huge data set with more than 1500 cases and 82 variables. I implemented some dimension reduction techniques to find out the most useful variables. After picking up all relevant variables, I eliminated some outliers using graphs and finally found the relationship between house price and those explanatory variables. The project was very complicated but it helped deepen my knowledge on statistical