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  • taiwan

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull SharkAchievement: YOLOAchievement: QuickdrawAchievement: StarstruckAchievement: Arctic Code Vault Contributor
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Achievements

Achievement: Pair ExtraordinaireAchievement: Pull SharkAchievement: YOLOAchievement: QuickdrawAchievement: StarstruckAchievement: Arctic Code Vault Contributor
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aaron1aaron2/README.md

Experience

  • 2019.2 ~ 2020.7 - Most College Student Program | 科技部大專生計畫
    This study is about Sentiment analysis of stock market news articles using deep learning. We aim to used HAN(Hierarchical Attention Networks) model to classify news according to the two Sentiment Indexs Valence and Arousal. This is my first research and published in TCSE 2020 . The entire research was done by myself, and the teachers mainly provided advice and guidance.

  • 2019.7 ~ 2020.12 - Data Science Intern 1n Institute of Sociology, Academia Sinica | 中研院社會所資料科學實習生
    Mainly engaged in web crawling, data processing, process automation, etc. All of work was use Python. And my Python skills improved significantly during internship. Moreover, This was the first time I participated in collaborative development projects and I learned how to communicate and collaborate with people in different fields

  • 2019.7 ~ 2021.7 - Research Assistant in NLP Lab(@DS.SCU) | 東吳大學 自然語言處理實驗室研究助理

  • 2021.7 ~ now - Master student in Bioinformatics Lab(@CS.NCCU) | 政治大學 生物資訊實驗室研究生

Publication

2020 - 結合情感詞與階層式關注網路辨識股市文章之維度型情感.

何彥南、吳政隆. TCSE 2020 第16屆 台灣軟體工程研討會. 16-17 July, 2020.
HAN、Sentiment analysis、Valence-Arousal、NLP、Pytorch、 Most College Student Program
full-text | slide

details

2021 - A Dynamic Embedding Method for Passenger Flow Estimation.

Wei-Yi Chung, Yen-Nan Ho, Yu-Hsuan Wu and Jheng-Long Wu. IIAI AAI. 2021.
BERT、MRT-flow-predict、time-series
slide | Competitive Paper Award | IEEE

details

Competition

2020 - 跨校合作(台大、政大、東吳)金融程式設計課程競賽 玉山銀行組 第一名 🥇

智能投資信鴿: 股票推薦系統 chatbot

recommendation-system、telegram-chatbot、Fintech、 Tensorflow

code | slide

details

2022 - 資產活化 AI 應用創新競賽 創意獎 💡

基於時價登入資料之土地價值預測

time-serise、Land transaction Records、 Regional index

code | slide | poster

details

Undergrad research

2021 - 東吳大學 資料科學系109畢業專題實作 第一名 🥇

Horus 結合人臉辨識、物件追蹤與 ReID 技術實作天眼系統

face-recognition、multi-object-tracking、person-reidentification reid

full-text | code | poster

details

Demo

Course Project

Deep learning


details

  • 2021.9 ~ 2022.1 - PyTorch and Machine Learning - final project | Pytorch 與機器學習 期末報告

    • Topic: Prediction of bike shortage
    • Language: Python、Shell
    • Keyword: youbike、time-serise
    • Tool: pytorch、GMAN
    • code

  • 22022.2 ~ 2022.6 - Theory and Practice of Bioinformatics - final project | 生物資訊概論 期末報告

    • Topic: paper implements - "Multiscale and integrative single-cell Hi-C analysis with Higashi"
    • Language: Python
    • Keyword: single-cell Hi-C、hyper-graph、Bioinformatics
    • Tool: pytorch、Colab、Higashi
    • code

Machine learning


details
  • 2021.9 ~ 2022.1 - Data Science - final project | 資料科學 期末報告
    • Topic: Credit Card Fraud Detection
    • Language: R
    • Keyword: Imbalanced data、Binary classification、Decision tree、Credit Card transaction data
    • Tool: rpart ggplot
    • code

Visualization


details
  • 22022.2 ~ 2022.6 - Information Visualization - final project | 資訊視覺化 期末報告
    • Topic: U-Bike inventory information visualization
    • Language: Javascript、Python
    • Keyword: youbike、time-serise、
    • Tool: D3.js、Bootstrap、Jquery、Leaflet
    • code

Other


details

  • 2021.9 ~ 2022.1 - JavaScript Application Design - final project | JavaScript 應用程式設計 期末報告

    • Topic: Refugee Ark
    • Language: Javascript
    • Keyword: game、refugee
    • Tool: node.js、p5.js
    • code

  • 2022.2 ~ 2022.6 - Distributed System - final project | 分散式系統 期末報告

    • Topic: Data Remediation by Spark for Web Crawler
    • Language: Pythin、Shell、Ruby
    • Keyword: Crawler data rescue、Distributed System、time-serise
    • Tool: Vagrant、Spark、InfluxDB、Dash
    • code | slide

Pinned

  1. Horus Horus Public

    Forked from jet-c-21/Horus

    大四畢業專題 - A Human Tracking System (Multi-object tracking、Person reid、Face recognition)

    Python

  2. NCCU_110-1_pytorch-and-ML_Prediction-of-bike-shortage NCCU_110-1_pytorch-and-ML_Prediction-of-bike-shortage Public

    NCCU 110 pytorch 與機器學習期末專案實作 - 使用GMAN 模型預測台北市 youbike 存量。(包含 台北 youbike 爬蟲 python 程式碼)

    Python

  3. NCCU_110-2_Distributed-System-Spark_final NCCU_110-2_Distributed-System-Spark_final Public

    Spark-MLlib API實現爬蟲資料缺失自動補救機制

    Python 1

  4. google-play-review-Crawler google-play-review-Crawler Public

    google play 評論爬取 | 使用 selenium、多進程

    Jupyter Notebook 2 1

  5. PropGman__Regional-index-predict-based-on-transaction-records PropGman__Regional-index-predict-based-on-transaction-records Public

    2022-AI資產活化競賽- PropGman: 基於時價登入交易紀錄之土地價值預測

    Python

  6. Dynamic-route_and_schedule-planning_for_buses Dynamic-route_and_schedule-planning_for_buses Public

    Jupyter Notebook