Raymond Lin
Data Scientist / AI researcher
Professional Background
Job search preferences
Work Experience
Data engineer and APP designer
Freelancer・Part-Time
December 2021 - Present1 yr3 mos
1. 使用Python爬蟲(股票資料、經濟數據與財經新聞等)、資料視覺化與簡易客製化APP設計(使用套件 plotly, dash, nltk) 2. 美股程式化交易系統---用python (pandas, Selenium)連接TD AmeriTrade API建置自動化交易系統 1. python-based web crawl data (stock price history, financial news, economic data, etc.), data visualization and custom app design/implement. (plotly, dash, nltk) 2. Use python and TD AmeriTrade API to build a algorithmic trading systemData Scientist
易大生技・Full-Time
March 2021 - Present2 yrs0 mos
任職於計算藥物設計部門，協助整理藥物蛋白資料(包含自動化網路下載資料)、編寫演算法、測試ML模型(現已改為外包簽約合作，2022/11持續合作中) Data Scienctist at Computational Drug Design Department, Biodelight Biotech Inc.: Collecting protein structure data from pdb database (Protein Data Bank) Analyzing, redesigning and implementing algorithms Testing feature sets and machine learning modelsResearch Assistant
March 2020 - March 20211 yr1 mo
任職於醫學研究部，主要工作內容： 整理醫療數據: 將非結構化資料整理成結構化資料(從大量病例報告中汲取特徵並整理成結構化資料--例如.csv檔案) Linux系統管理: 更新系統、使用者管理、資料庫管理 AI模型測試: 使用logistic regression, SVM, random forest, CNN, 3D-CNN等模型對資料數據進行監督式學習-分類辨識並評估分析優劣 特徵工程: 測試不同維度數據資料、不同萃取法(SVD、PCA)的組合對模型訓練與預測的影響 Research Assistant at Taipei Veterans General Hospital Department of Medical Research: Using Python, Regex to extract meaning and create structured data from unstructured big data (clinic reports) Linux system administration (CentOS 7) Feature engineering, statistical analyzing and Machine learning model(logistic regression, SVM, random forest, CNN, 3D-CNN) testing on fMRI data
Education
Licenses & Certifications
Problem Solving (Basic)
HackerRank
Credential ID: D77D73F12A43
Issued December 2021 · No Expiration Date
Mathematics for Machine Learning 专项课程
Coursera/Imperial College London
Credential ID: QQW5L6DTUUBJ
Issued October 2021 · No Expiration Date
Applied Text Mining in Python
Coursera/University of Michigan
Credential ID: BV35T956UM94
Issued October 2021 · No Expiration Date
Applied Text Mining in Python
Coursera/University of Michigan
Credential ID: BV35T956UM94
Issued October 2021 · No Expiration Date
Applied Machine Learning in Python
Coursera/University of Michigan
Credential ID: 84PJJECN6CDL
Issued October 2021 · No Expiration Date
Applied Data Representation in Python
Coursera/University of Michigan
Credential ID: TYVGRRVJ5C63
Issued October 2021 · No Expiration Date
Applied Social Network Analysis in Python
Coursera/University of Michigan
Credential ID: XKZJ98SCK665
Issued October 2021 · No Expiration Date
Introduction to Data Science in Python
Coursera/University of Michigan
Credential ID: ZDYBLNKAPJ7Q
Issued October 2021 · No Expiration Date
機器學習技法 (Machine Learning Techniques)
Coursera /NTU
Credential ID: 3ME3VKHZLTD4
Issued October 2021 · No Expiration Date
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