Tu_Ni_Resume
- 1. TU NI [email protected] ● 1807 Addison St Unit2 Berkeley CA 94703 ● (510)-944-4880 SUMMARY Engineering student with great interest in positions related to Data Science & Artificial Intelligence Technical Skills: Machine Learning, Optimization, Mathematical Modeling, Database Programming Skills: Python, SQL, MATLAB, R, Spark, Maple, C, Microsoft Office EDUCATION BACKGROUND College of Engineering, University of California, Berkeley, USA Expected Jun.2017 Master of Engineering in Industrial Engineering &Operations Research School of Mathematical Sciences, Zhejiang University, China Jun.2016 Bachelor of Science in Mathematics＆Applied Mathematics, GPA (3.86/4) ACADEMIC & PROFESSIONAL EXPERIENCE Machine Learning for Patent Similarity Analysis Aug.2016-present Capstone project, University of California, Berkeley Constructed a model to find relevant prior art for 5 million patents, reducing the probability of litigation. Implemented natural language processing algorithm to pre-process the text and train the model with Python. Working with Google and USPTO to improve the evaluation and prediction in patent litigation. Converting Forest Fire Waste to On Demand Renewable Energy Sept.2016-present Environment &Renewable Energy Lab, Berkeley Institute of Data Science Working on the optimization of supply chain from forest fire waste to power plants. Used clustering techniques (K-means) to improve the biomass transportation with PostgreSQL & QGIS. Developed the algorithm to the whole California in a huge data scale of roads and biomass (4 TB). Music Recommendation with Convolutional Neural Network Sept.2016-present Research project, Machine Learning at Berkeley Improving content-based music recommendation with convolutional neural network by Keras. Computed the latent factor for both users and songs with weighted matrix factorization as labels. Preprocessed the music audio clips and used PCA to extract the features. New Supervision System of Garbage Sorting in Community Sept.2014-Nov.2015 Research group leader, Zhejiang University, China Handled the problem of garbage sorting in an “intelligent city” perspective with data science. Utilized statistical learning methods to improve the management of more than 2500 communities. Part of the new supervision system was implemented by local government to enhance efficiency. LEADERSHIP EXPERIENCE & ACTIVITIES The Coach of School Soccer Team Sept.2012-May.2016 Organized and led a cohesive team of 23 to attend more than 30 intramural soccer matches. The Captain of Team in Mathematical Contest in Modeling Nov.2014-Feb.2015 Developed a model to search for a crashed plane and won the Meritorious Winner.