Avatar of Raymond Lin.

Raymond Lin

Data Scientist / AI researcher
專業:Python、C、Linux、AI/ML模型測試與分析、英語(中高:TOEIC 多益測驗860分,TOEFL 103分)、日語(初級-有N3證照) 資歷:曾任北榮醫研部研究助理負責整理大數據、AI模型測試等。後任職於易大生技計算藥物設計部,進行數據整理、演算法測試、AI模型測試等。目前除原本正職外亦兼職接案中:金融數據資料爬蟲、數據視覺化、新聞收集與關鍵字整合等。 跨領域背景:材料工程學士、心智哲學碩士。碩士時曾於國際學術會議The Science of Consciousness (TSC 2017)獲選oral presentation、Consciousness Research Network(CoRN 2017)獲選poster presentation 研究興趣:人工智慧基礎研究(資訊系統與計算理論)、人工智慧應用(醫療與金融) 未來規劃:累積人工智慧應用實作經驗、持續進行人工智慧基礎研究 網站資源: github: https://github.com/rayln-matrix hackerrank: https://www.hackerrank.com/wbwithpiano?hr_r=1 codewars: https://www.codewars.com/users/hb_codewars/completed Summary of Skills: Python(pandas, numpy, sklearn, keras, pytorch, selenium), C programming, Linux, AI/ML model testing, feature engineering, AI theory research Languages: native Mandarin speaker, fluent in English(TOEIC 860,TOEFL 103), knowledge of Japanese (JLPT N3) Cross-disciplinary Background: bachelor's degree in Material Science and Engineering, Master's degree in Philosophy of Mind and Cognition. International Conference experience: Oral presentation at The Science of Consciousness (TSC 2017). Poster presentation at Consciousness Research Network(CoRN 2017) Desired Position: Data/AI scientist, AI researcher Career objective: Focus on AI theory research, AI application in different domain (medicine, finance) Future Plan: Practice AI in Financial industry (including Fintech), continue my research on AI theory Websites: github: https://github.com/rayln-matrix hackerrank: https://www.hackerrank.com/wbwithpiano?hr_r=1 codewars: https://www.codewars.com/users/hb_codewars/completed
Freelancer
國立陽明大學
Taipei, 台灣

Skills

Python
C
Linux
Git
AI & Machine Learning

Languages

English
Fluent
Japanese
Beginner

Work experiences

Data engineer and APP designer

Freelancer
Part-time

Dec 2021 ~ Present
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 system

Data Scientist

易大生技
Full-time

Mar 2021 ~ Present
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 models

Research Assistant

臺北榮民總醫院

Mar 2020 ~ Mar 2021
1 yr 1 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

Educations

國立陽明大學

Master’s Degree
Philosophy of Mind and Cognition

2016 - 2020

國立成功大學 National Cheng Kung University

Bachelor’s Degree
Material Science and Engineering

2007 - 2013

國立科學工業園區實驗高中

High School Diploma
普通高中

2004 - 2007

Licenses & Certifications

Problem Solving (Basic)

HackerRank

Credential ID: D77D73F12A43
Issued Dec 2021
No expiration

Python(Basic)

HackerRank

Credential ID: 4E9E9FA59DDD
Issued Nov 2021
No expiration

Docker and Kubernetes: The Complete Guide

Udemy

Issued Oct 2021
No expiration

Algorithmic Toolbox

Coursera/UCSD

Credential ID: 8SGDKS7ZCUWK
Issued Oct 2021
No expiration

Mathematics for Machine Learning 专项课程

Coursera/Imperial College London

Credential ID: QQW5L6DTUUBJ
Issued Oct 2021
No expiration

Applied Text Mining in Python

Coursera/University of Michigan

Credential ID: BV35T956UM94
Issued Oct 2021
No expiration

Applied Text Mining in Python

Coursera/University of Michigan

Credential ID: BV35T956UM94
Issued Oct 2021
No expiration

Applied Machine Learning in Python

Coursera/University of Michigan

Credential ID: 84PJJECN6CDL
Issued Oct 2021
No expiration

Applied Data Representation in Python

Coursera/University of Michigan

Credential ID: TYVGRRVJ5C63
Issued Oct 2021
No expiration

Applied Social Network Analysis in Python

Coursera/University of Michigan

Credential ID: XKZJ98SCK665
Issued Oct 2021
No expiration

Data Structures

Coursera/UCSD

Credential ID: 37XN236RRG8G
Issued Oct 2021
No expiration

Introduction to Data Science in Python

Coursera/University of Michigan

Credential ID: ZDYBLNKAPJ7Q
Issued Oct 2021
No expiration

機器學習技法 (Machine Learning Techniques)

Coursera /NTU

Credential ID: 3ME3VKHZLTD4
Issued Oct 2021
No expiration

Deep Learning A-Z

Udemy

Issued Dec 2020
No expiration

Google IT Support Certificate

Coursera

Issued Sep 2020
No expiration
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