- Website
Education
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Sep 2015 - Jul 2018, Master of Science, Department of Computer Science and Technology, Tsinghua University, China.
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Did research on Deep Learning, Machine Learning, Data Mining.
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Advisor: Prof. Jie Tang, Knowledge Engineering Group (KEG).
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Sep 2011 - Jul 2015, Bachelor of Science in Engineering, Department of Computer Science and Technology, Tsinghua University, China.
Experience
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Jul 2020 - Now, Quantitative Developer, AI Infra/HPC, Ubiquant, China.
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AI platform, distributed training framework, k8s.
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Trading system.
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Jul 2018 - Jul 2020, Research Engineer, AI Group, WeBank, China.
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Did quantitative research on ETFs/Stocks trading and implemented and backtested some strategies.
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Did research on deep learning and developed effective and efficient OCR models on Chinese ID Card, Indonesia e-KTP Card and Motor Vehicle Register Certificate (MVRC). And among these projects, I fully led the MVRC project and our OCR model achieved the highest accuracy among competitors with similar time cost.
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Sep 2015 - Jul 2018, Research Assistant, Knowledge Engineering Group (KEG), Department of Computer Science and Technology, Tsinghua University, China.
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Proposed a model which can fast and accurately extract top-k topics from any given area, with code, data and API published, and a preprint version available, and a full paper accepted by the 3rd IEEE International Conference on Data Science in Cyberspace (IEEE DSC'18).
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Advisor: Prof. Jie Tang.
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Aug 2016 - Oct 2016, Visiting Scholar, Language Intelligence & Information Retrieval Lab, Department of Computer Science, KU Leuven, Belgium.
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Worked on automatic keyphrase extraction from text.
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Advisor: Prof. Marie-Francine Moens.
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Apr 2015 - Sep 2015, Researcher & Developer Intern, Megvii (Face++), China.
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Researched and developed neural network models to do human face attractiveness rating and pedestrian attributes recognition.
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Publications
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Fang Zhang, Xiaochen Wang, Jingfei Han, Jie Tang, and Shiyin Wang. Fast Top-k Area Topics Extraction with Knowledge Base. Preprint on arXiv:1710.04822, 2017. Accepted by the 3rd IEEE International Conference on Data Science in Cyberspace (IEEE DSC'18). [Code, Data & API]
Selected Achievements
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Jul 2014, Outstanding Student Leader, Department of Computer Science and Technology at Tsinghua University.
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Nov 2010, First Prize, Mathematical Competition of Senior High School of China.
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Nov 2009, First Prize, Mathematical Competition of Senior High School of China.
Skills
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Programming Languages:
Python,C/C++,MATLAB,Java,Go,JavaScript,Bash.