Python Machine Learning SQL R Java Database Design

Jenkai Miao

**** ************ ******, ***. * ********@*****.***

Allston, MA 02134 857-***-****

EDUCATION

● Boston University Boston, MA

M.S. in Computer Science (Concentration in Data Analytics) G.P.A: 3.9/4.0 January 2018 Related Projects:

o Detected anomalies in financial data and generated human acceptable news captions describing them by using recurrent neural network with Tensorflow and AWS o Analyzed and visualized the data of IMDB movie dataset by using R o Performed data mining task on personal loans data set including data preprocessing, building classifier models and performance comparison. Predicted whether the loan status was defaulted or charge-off

o Built web search application by using R Shiny

o Designed physical database by relational database diagram, SQL and triggers

● National Taiwan University Taipei, Taiwan

B.S. in Life Science June 2011

WORK EXPERIENCE

● BrainCo Inc. Cambridge, MA

Data Research Analyst August 2017 – Present

o Built a neural network model from scratch, predicted whether certain period EEG

(electroencephalogram) data was meditation or non-meditation state with a 94% accuracy o Jointly developed core attention algorithm by using linear regression with adaptive learning rate, tuning hyper parameters to ameliorate user experience o Implemented kernel density estimation with linear regression to define score value for attention game, it has been used to improve user’s attention level o Applied fast fourier transform and A/B testing on the effect of knocking phone screen on EEG data. Confirmed knocking behavior would not cause the contamination to EEG data, this result allowed EEG data related features to be applied on cell phone applications o Designed and conducted experiments to find out the sources of noise in EEG data

● EarthReuse Co., Ltd. Taipei, Taiwan

Co Founder / Software Engineer August 2014 – September 2015 o Designed and implemented the data model and server side code of the platform o Designed and implemented the UI of EarthReuse’s C2C rental platform on Android o Implemented functions such as social media integration and in-app messaging

● Data Systems Consulting Co., Ltd. New Taipei, Taiwan Software Engineer May 2013 – July 2014

o Parsed and constructed XML data between frond-end and server side o Implemented new caching mechanism, improved data loading speed by 50% HONORS & AWARDS

● 2014 Winner of the U-start College Graduate Entrepreneurship Fund August 2014 o Awarded for EarthReuse’s C2C business mode

o Seed fund of $15,000 USD over 6 months

● Champion of the Chinese Go Game competition, Taipei July 2008 o “Go” is an abstract strategy board game for two players, in which the aim is to surround more territory than the opponent

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