National Taiwan University, Taiwan

  [1] Manufacturing Data Science 製造數據科學 (graduate) (NTU 商業資料分析學分學程 Business Analytics Program)
       Github Website
       Teaching evaluation: 4.76 (Fall/2020); 4.81 (Fall, 2021); 4.42 (Fall, 2022)

  [2] Operations Research Applications and Implementation 作業研究應用與實作 (graduate, 英語授課 English teaching)
       Github Website
       Teaching evaluation: 4.89 (Spring/2021)

  [3] Management Mathematics 管理數學 (Linear Algebra) (undergraduate)
      Github Website
       Teaching evaluation: 4.46 (Spring, 2021); 4.60 (Spring, 2022)

  [4] Data Strategist 數據參謀：思考的技術 (graduate)
       Teaching evaluation:

  [5] Productivity and Efficiency Analysis 生產力與效率分析 (graduate, 英語授課 English teaching)
       Github Website
       Teaching evaluation: 4.53 (Spring, 2022)


  National Cheng Kung University, Taiwan

Courses served and teaching evaluation (scale: 5.0)

Courses

2012 Fall

2013 Spring

2013 Fall

2014 Spring

2014 Fall

2015 Spring

2015 Fall

2016 Spring

2016 Fall

2017 Spring

2017 Fall

2018 Spring

2018 Fall

[1] Operations Research (作業研究, undergraduate) Coding: 作業研究 Python+Gurobi程式設計 Coding: 作業研究 Python+Pulp程式設計

4.857

4.769

4.733

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[2] Intelligent Manufacturing Systems (智慧型製造系統, graduate, 英語授課English) Coding: 智慧製造 Python & Matlab程式設計

5.0

4.857

4.833

4.900

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[3] Operations Research Applications and Implementation (作業研究應用與實作, graduate)

4.75

4.80

4.875

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[4] Optimization Theory and Statistical Data Science (最佳化理論與統計資料科學, graduate, 英語授課English)

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[5] Productivity and Efficiency Analysis (生產力與效率分析, graduate, 英語授課English)

4.75

5.00

[6] Supply Chain Management (供應鏈管理, graduate)

5.0

5.0

[7] Stochastic Optimization Theory (隨機最佳化理論, graduate)

5.0

[8] Data Mining (資料探勘, graduate) Coding: 資料探勘 R程式設計

5.0

5.0

4.75

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[9] Mind of the Strategist (企業參謀: 思考的技術, graduate)

4.907

4.818

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[10] Statistical Method (統計方法, graduate) Coding: 統計方法 R程式設計

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[21] Lee, Chia-Yen (July-Oct., 2021). Series Courses of Manufacturing Data Science (製造數據科學系列課程). tsmc (台積電), Taiwan.

[20] Lee, Chia-Yen (Sept.-Oct., 2020). Series Courses of Manufacturing Data Science (製造數據科學系列課程). tsmc (台積電), Hsinchu, Taiwan.

[19] Lee, Chia-Yen (2020 until now). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校台北、台中、南部分校, Taiwan. (Regular Lecturer)

[18] Lee, Chia-Yen (July 27, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校新竹分校, Hsinchu, Taiwan. (Teaching evaluation: 4.9 / 5.0)

[17] Lee, Chia-Yen (June 15, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校高雄分校, Kaohsiung, Taiwan. (Teaching evaluation: 4.9 / 5.0)

[16] Lee, Chia-Yen (May 11, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校台北分校, Taipei, Taiwan. (Teaching evaluation: 4.8 / 5.0)

[15] Lee, Chia-Yen (Apr. 13, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校台中分校, Taichung, Taiwan. (Teaching evaluation: 4.54 / 5.0)

[14] Lee, Chia-Yen (Mar. 16, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校新竹分校, Hsinchu, Taiwan.

[13] Lee, Chia-Yen (Nov. 10, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan AI Academy 台灣人工智慧學校- 台中分校, Taichung, Taiwan. (Teaching evaluation: 4.69 / 5.0)

[12] Lee, Chia-Yen (Nov. 6, 2018). Data Science for Intelligent Manufacturing and Production Application 資料科學在智慧製造與生產線上的應用. Industrial Technology Research Institute 工業技術研究院產業學習網, Hsinchu, Taiwan.

[11] Lee, Chia-Yen (July 13, 2018). Data Mining and Statistical Learning 數據挖掘與統計學習. School of Economics and Management 經濟管理學院, China Univesity of Petroleum 中國石油大學(華東), Qingdao青島, China.

[10] Lee, Chia-Yen (Mar. 14, 2018). Data Science for Intelligent Manufacturing and Production Application 資料科學在智慧製造與生產線上的應用. Industrial Technology Research Institute 工業技術研究院產業學習網, Hsinchu, Taiwan. (Teaching evaluation: 4.8 / 5.0)

[9] Lee, Chia-Yen (Nov. 21, 2017). Data Science for Intelligent Manufacturing and Production Application 資料科學在智慧製造與生產線上的應用. Industrial Technology Research Institute 工業技術研究院產業學習網, Hsinchu, Taiwan. (Teaching evaluation: 4.9 / 5.0)

[8] Lee, Chia-Yen (May 07, 2017). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan Data Science Foundation (台灣資料科學愛好者年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan. (Slides)

[7] Lee, Chia-Yen (Feb. 11, 2017). Data Science in Manufacturing: From Predictive to Prescriptive (製造資料科學: 從預測性思維到處方性決策). Taiwan Data Science Foundation (台灣資料科學愛好者年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan. (Slides)

[6] Lee, Chia-Yen (Aug. 2016). Intelligent Manufacturing Systems. 半導體生產自動化與效能提升訓練課程, 高雄大學智慧電子學院短期人才培訓班計畫與日月光半導體公司合作.

[5] Lee, Chia-Yen (Aug. 2015). Intelligent Manufacturing Systems. 半導體生產自動化與效能提升訓練課程, 高雄大學智慧電子學院短期人才培訓班計畫與日月光半導體公司合作.

[4] Lee, Chia-Yen (Sept. 2014). Intelligent Manufacturing Systems. 半導體生產自動化與效能提升訓練課程, 高雄大學智慧電子學院短期人才培訓班計畫與日月光半導體公司合作.

[3] Lee, Chia-Yen (Sept. 2014). 庫存與倉庫管理實務研習班.  台南市人力資源發展協會與統欣生物科技公司合作.

[2] Lee, Chia-Yen (July 2013). Intelligent Manufacturing Systems. 半導體生產自動化與效能提升訓練課程, 高雄大學智慧電子學院短期人才培訓班計畫與日月光半導體公司合作.

[1] Lee, Chia-Yen (July 2013). Intelligent Manufacturing Systems. International Summer Program, Taiwan Comprehensive University System (TCUS), 台灣綜合大學系統暑期英語授課計畫.

[7] Wen, Rick (溫紹群), Deloitte Taiwan 勤業眾信聯合會計師事務所 Deputy General Manager 執行副總經理. Consultant Experience and Empirical Studies (管理顧問經驗與實證案例分享), Data Strategist Course, NTU.

[6] Tsai, Mike (蔡孟學) (Nov. 2019), 艾創點數位IDEAXPRESS. Enterprise Resource Planning for Business Diagnosis 如何透過企業資源規劃數據分析診斷公司待改善項目之應用, Data Mining Course, NCKU.

[5] Liu, Andrew (劉冠良 博士) (Apr. 2019), Nvidia. GPU, Deep Learning, Manufacturing, Medical Analysis (GPU, 深度學習, 製造, 醫療分析), Data Mining Course, NCKU.

[4] Wang, Andrew (王淳恆) (Apr. 2018), Mediatek (聯發科技). Data Science Competition, Stock Prediction, Medical Analysis (資料科學競技、股市預測、醫療分析), Data Mining Course, NCKU.

[3] Chen, Mark (陳景忠) (Apr. 2017), Advanced Analytics Technology Specialist (Microsoft) (台灣微軟). Data Science and Applications (資料科學與應用), Data Mining Course, NCKU.

[2] Hsia, Chi-Chun (夏 啟峻 博士) (Apr. 2016), Ph.D. Engineer in Devision for Intelligent Manufacturing Service & System, Information and Communiations Research Laboratories, Industrial Technology Research Institute (ITRI) (工研院資通所智能製造服務系統組). Data Mining in Steelmaking, Electricity Load Forecast, and E-Business (煉鋼產業、用電預測技術、網路商務文字探勘), Data Mining Course, NCKU.

[1] Chen, Yi-Chun (陳逸群 博士) (Apr. 2015), Session Manager in Taiwan Semiconductor Manufacturing Company (tsmc) (台灣積體電路股份有限公司), Data Mining in Semiconductor Manufacturing (半導體資料探勘應用), Data Mining Course, NCKU.

[20] Chen, Yih-Siu (陳宜秀) (Apr. 21, 2023), NCCU Professor. "Design Thinking 設計思考". Data Strategist Course, NTU.

[19] Jan, Billy (冉培令) (Jan. 5, 2023), WISH Data Science Manager. "Study Abroad and Data Science Work Experience海外留學及資料科學工作經驗分享". POLab Seminar, NTU.

[18] Chen, Wen-Hua (陳文華) (Nov. 12, 2021), AUO Director. "Data Science Applications for AUO (友達資料科學應用案例分享)". Manufacturing Data Science Course, NTU.

[17] Tsan, Lin-Ga (曾令佳) (Oct. 14, 2021), IBM Consultant. "The Intersection of Management Consulting, Strategy, Process, Technology, and Data - My Journey with IBM Consulting and its Marvelous Clients". POLab Seminar, NTU.

[16] Lee, Michelle A.  (李婉蓉) (May 7, 2020), Ph.D. candidate at Stanford Artificial Intelligence Laboratory. "Multimodal Fusion for Robust Learning". IMIS Seminar, NCKU.

[15] Wong, Jimmy Ro-Pun  (黃若鵬) (Dec. 5, 2019), 資深軟體工程師. "用微服務來擴展軟體系統". IMIS Seminar, NCKU.

[14] Kung, Ling-Chieh (孔令傑) (Jun. 24, 2019), Professor in 台灣大學資訊管理學系. Certificate or Subscription? The Optimal Pricing Strategy of Massive Open Online Courses. IMIS Seminar, NCKU.

[13] 黃苙荌 律師 (Apr. 11, 2019), 菁誠聯合律師事務所. "這些年，你該知道的法律二三事- 生活及自保法律常識介紹," IMIS Seminar, NCKU.

[13] Hsieh, Pei-Hsuan 謝佩璇 (Mar. 14, 2019), 副教授 in Dept. of Industrial Information and Management (成功大學工業資訊與管理學系). "巨量資料分析與應用於製程中的研究倫理," IMIS Seminar of Research Integrity (學術倫理專題演講), NCKU.

[13] Lin, Chun-Cheng (林春成) (Nov. 23, 2018), 教授兼副院長 in Dept. of Industrial Engineering and Management (交通大學工業工程與管理學系). "猴群演算法及其應用於部署智慧物流中心之霧計算系統," IMIS Seminar, NCKU.

[12] 甘偵蓉 (May 10, 2010), 成功大學人文社會科學中心助理研究學者. "要做研究嗎？讓我們先來聊聊研究生1.0：負責任的研究行為," IMIS Seminar of Research Integrity (學術倫理專題演講), NCKU.

[11] Yihsu Chen (Dec. 22, 2017), Professor in Technology Management in Sustainability at Technology Management Department in University of California Santa Cruz. US EPA Tradable Performance-based CO2 Emissions Standards: Walking on Thin Ice? IMIS, NCKU.

[10] Yi-Kuei Lin (林義貴) (Nov. 16, 2017), 講座教授 in Dept. of Industrial Management NTUST (台灣科技大學工業管理系). 學思經驗談與網路可靠度介紹. IMIS Seminar, NCKU.

[9] Yu, Cheng-Juei (余承叡) (Jun. 8, 2017), 數據科技與應用研究所, Institute for Information Industry (財團法人資訊工業策進會). Streaming Analytics for Smart Manufacturing: A Case of IC Packaging Processes 智慧製造串流分析應用介紹-以IC封裝業為例. IMIS Seminar, NCKU.

[8] Wong, Jimmy Ro-Pun  (黃若鵬) (Dec. 28, 2016), Senior Engineer in Invoice2go. 紅寶石工程師澳洲生存之旅. IMIS, NCKU.

[7] Kung, Ling-Chieh (孔令傑) (Dec. 1, 2016), Professor in 台灣大學資訊管理學系. 貓都學得會的手機維修資料分析. IMIS Seminar, NCKU.

[6] Lee, Yu-Ching (李 雨青) (May 31, 2016), Professor in 國立清華大學工業工程系. Mathematical Programming with Equilibrium Constraints (MPEC) (有均衡限制式條件的數學規劃). Operations Research Applications Course, NCKU.

[5] 陳柏仲 (Apr. 14, 2016), 程式副理 in 宇峻奧汀. How a Video Game is Made (一款電腦遊戲是如何開發的). IMIS Seminar, NCKU.

[4] 張毓倫 (Oct. 15, 2015), 研究助理, 中研院資訊所. Computational Social Science: The Big-Data-Enabled Sociology of The New Era (計算社會學：以大數據為基礎的次世代社會學. IMIS Seminar, NCKU.

[3] 許懷中 (Oct. 15, 2015), Ph.D. 研究員, 中研院資訊所. A Data Scientist in Entermainment Industry: How Dat Science Works in Gaming (娛樂產業中的資料科學家- 談資料科學在線上遊戲與職業運動中的應用). IMIS Seminar, NCKU.

[2] 陳逸群 (Nov. 6, 2014), 副理 in 台積電. Application of Big Data Analysis in Semiconductor Manufacturing Environment (巨量資料分析於半導體製造環境之應用). IMIS Seminar, NCKU.

[1] 許嘉裕 (May 15, 2014), Professor in 元智大學資管系. Data Mining and Empirical Study in Semiconductor Manufacturing (半導體資料挖礦與實證研究). IMIS Seminar, NCKU.

[2] Instructor, Economic Analysis of Engineering Projects, Fall 2011/ Undergraduate (Syllabus)    Teaching Evaluation: 4.23 / 5.0

[1] Guest Lecturer, Engineering Economic Analysis, Summer 2011

[4] Tutor, Decision Analysis, Data Mining, 2007–2008 at TSMC

[3] Teaching Assistant, Production and Operations Mgmt. (Executive MBA), Fall 2005 at NTHU

[2] Team Mentor, Decision Analysis, Fall 2004 at NTHU

[1] Teaching Officer, Information Security/ Network Structure, 2002–2004 at Taiwan Army