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
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
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