Sean Chen

My name is Sean, I received an M.S. from National Taiwan Normal University in July 2020 with experience in Deep Learning, Natural Language Processing and Recommender System.

While exploring my passion for machine learning during my master’s degree, I have developed extensive knowledge and expertise in the field and gained valuable experience in various aspects of researches.
Besides collecting and examining large datasets, I am fully skilled in creating and implementing professional data forecasting models.

  Taipei City, Taiwan

    


EDUCATION 

2018 - 2020

National Taiwan Normal University

Master of Science in Computer science and Information Engineering

2014 - 2018

National Kaohsiung University of Science and Technology

Bachelor of Science in Computer science and Information Engineering


ACADEMIC PROJECT

Master Thesis 

Explainable Recommendation System for Solving Review Loss

Aug 2019 - Jun 2020

  • Proposed a review-base recommender system named HANN-Plus, a hierarchical attention neural network to model user’s preference and product’s preference
  • HANN-Plus not only can provides rating prediction, but also can be used to generate the representation for making user aware of why such products are recommended.
  • Extensive experiments on real-world datasets of Amazon illustrate that HANN-Plus outperforms the state-of-the-art rating prediction methods

Torrance Tests of Creative Thinking (TTCT) 

Sep 2018 ~ Jun 2019

  • Built an android application for TTCT (Thinking App), a test of creativity, originally involved simple tests of divergent thinking and other problem-solving skills
  • Host MariaDB server to query and update user data daily
  • Implemented machine learning for scoring of TTCT: fastText word embedding to initialize user’s data, k nearest neighbors to calculate the similarity between user’s data and ConceptNet from Academia Sinica

Navigation System with Multiple Feature

Sep 2016 ~ Jun 2018

  • Proposed a path planning algorithm extended from A-star algorithm with real-time traffic and turning costs
  • Host SQL server to query and update road speed data, crawling from Kaohsiung City  Government every 5 minute
  • User interface design by implementing Open Street Map API and Google Map API

TECHNICAL SKILLS

Programming Languages


  • Python
  • C
  • C#
  • JAVA
  • PHP
  • MySQL

Machine Learning


  • PyTorch
  • BERT
  • Scikit-Learn
  • Gensim
  • CNN
  • RNN, LSTM, GRU
  • Collaborative Filtering
  • Matrix factorization
  • Explainable Recommendation System

Portfolio


Contact me in more detail through my email.

Latest Resume Version: Dec 2020

Taiwan


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