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Alf Tang
Senior Engineer
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Alf Tang
Senior Engineer
倫敦帝國理工學院天文物理博士。畢業後在國家太空中心工作六年,負責開發資料擷取次系統。現任職於孚創雲端,結合非監督式學習、圖論、貝氏統計開發分群工具,表現優於競爭對手一倍。對深度學習亦有涉略。
孚創雲端
Imperial College London
Taipei, 台灣
Professional Background
Current status
Profession
Data Scientist
Fields
Information Services
Work experience
10-15 years
Management
Skills
Data analysis
Unsupervised Learning
Bayesian statistics
Python
R
C
SQL
MongoDB
Full Stack
Languages
English
・
Professional
Highest level of education
Doctoral
Job search preferences
Desired job type
Full-time
・
Interested in working remotely
Desired positions
Data Scientist
Desired work locations
Taipei, Taiwan
Freelance
Work Experience
資深軟體工程師
孚創雲端
Oct 2015
-
Present
1. 開發自動專利分群演算法與工具: * 評估各種分群演算法及驗證指標 * 準備測試資料 * 以 Docker 架設 API 提供服務 * 全自動化:市面上類似產品大多需要人工介入 * 分群結果優於競爭對手一倍(以AMI index為指標) 2. 分析使用者行為: * 設計與提供使用者流量、成長、轉化等指標 * 辨識潛在客戶提昇銷售成功率 3. 建置內部BI系統&資料視覺化
資料科學家
北美智權
Jun 2015
-
Sep 2015
・
4 mos
1. 自然語言處理:關鍵字抽取與詞頻 2. 建置內部 BI 系統
助理研究員
國家太空中心
May 2009
-
Jun 2015
・
6 yrs 2 mos
1. 帶領8人團隊開發福衛五號衛星資料擷取次系統 2. 維護福衛二號資料擷取次系統 3. 指導侯鳥計畫實習生,研究獲得工程二類第二名 4. 研究迴圈量子重力論下的黑洞演化,負責數值計算(arXiv: 1212.1265)
研究助理
清華大學
Jun 2002
-
Sep 2003
・
1 yr 4 mos
1. 改進行星軌道計算程式,精度提高7倍 2. 太空船軌道設計 3. 為 ASTROD-1 太空任務進行資料分析,評估可行性
Education
Imperial College London
Doctor of Philosophy (PhD)
・
天文物理博士
2004 - 2009
Description
1. 為宇宙生成期間產生的重力波背景輻射建立數學模型 2. 推導訊號的機率分佈模型 3. 為 LISA 太空計劃建立資料分析架構以抽取重力波背景輻射訊號。此架構結合貝氏統計、馬可夫鏈蒙地卡羅法、模擬退火演算法、並以Gelman-Rubin法估計統計收斂
國立清華大學
Master of Science (MS)
・
物理碩士
1998 - 2000
Description
1. 開發太陽系星體軌道計算程式,精度與NASA的JPL DE405小於10^-8 2. 模擬小行星對太空船軌道擾動並估計小行星的物理量 3. 研究成果發表於華沙的COSPAR 2000 (oral)
清華大學
Bachelor of Science (BS)
・
物理學士
1994 - 1998
Description
大學物理學力測驗於全台502名考生中排名總成績第4,量子物理第2