Invited Talk
[136] Lee, Chia-Yen (Oct. 2, 2025). 智慧製造挑戰與典範轉移 (Smart Manufacturing: Challenges & Paradigm Shift). 智造戰略新格局 轉型關鍵時刻, 天下x DELL 高階早餐會, Taipei, Taiwan.
[135] Lee, Chia-Yen (Nov. 29, 2024). From Prescriptive Learning to Optimization-Guided Learning (OGL). 2024 Chinese Institute of Industrial Engineers Annual Conference (CIIE 2024) Joint with 2024 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2024). National Taipei University of Technology, Taipei, Taiwan.
[134] Lee, Chia-Yen (Nov. 24, 2023). 智能設備診斷、擴增實境與預測保養系統, 善用AI與大數據打造數位智匯未來. 長庚大學跨校技術發表暨商機媒合會, 台北科技大學, Taipei, Taiwan.
[133] Lee, Chia-Yen (Oct. 31, 2023). AI對製造業的產業革命. 台北市數位交流分享會, 台北數位企業發展中心(Digital Business Center @ Taipei), Taipei, Taiwan.
[133] Lee, Chia-Yen (Sept. 28, 2023). Manufacturing Data Science. Training Course on Data Analytics for SMEs, Singapore Productivity Centre (SGPC) and Asian Productivity Organization (APO), 26–29 September 2023.
[132] Lee, Chia-Yen (Aug, 13, 2023). 智能製造與數據科學。数 字转型下2023大数据时代交通与物流国际会议（2023 International Conference on Intelligent Transportation and Logistics with Big Data）暨第十一届国际决策科学论坛（The Eleventh International Forum on Decision Sciences）于2023年8月12-13日在山东青岛, China.
[131] Lee, Chia-Yen (July 2, 2023). Reinforcement Learning & Data Envelopment Analysis for Capacity Planning with Demand Volatility. International Symposium on Semiconductor Manufacturing Intelligence (ISMI2023), July 02-04, 2023, Guilin, China.
[131] Lee, Chia-Yen (June 19, 2023). Business Cycle & Agility Intelligent Manufacturing (企業景氣循環與敏捷智慧製造). AI Crossover Talks. GALAXY QUEST: EXPLORING VIETNAM'S THRIVING INNOVATION GALAXY. Hive Ventures and Profet AI. June 18-21, 2023, Ho Chi Minh City, Vietnam.
[131] Lee, Chia-Yen (Apr. 19, 2023). Generative AI & Business Cycle. Crossover Talks AMA CIO午餐會 (Ask Me Anything about AI), Hsinchu, Taiwan.
[130] Lee, Chia-Yen (Aug. 18, 2022). AI and Economic Cycle. Profet AI Crossover Talks. Profet AI. Taipei, Taiwan.
20251129_青島中石油_從數據包絡分析到數據科學的旅程"
20251128_CIIE_作業研究實作教學省思與探討"
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20251109_APIEMS_MDS-Predictive, Prescriptive, and Optimization-guided Learning"
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20250918_緯穎_高階"
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20250704_明緯_智慧製造挑戰與典範轉移"
20250612_景碩"
20250515_佳世達"
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20240525_北科大EMBA_智慧製造與數位轉型"
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20240428_德光教會_人工智慧就在你我的身邊"
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20240412_天下素養"
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20240224_成長與祝福"
20240216_台中榮總_資料科學迷思與實證- 數位轉型要轉什麼"
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20240117_國際影響力經驗分享"
20240111_南航_數據科學與智能製造"
20240111_GenAI"
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20231215_永續工程與管理"
20231210_因應氣候變遷衝擊下之永續臺北政策研討"
20231209_CIIE_產學合作與創新研究"
20231130_ProfetAI_全球數位轉型與公民數據科學家"
20231124_台大國際產學聯盟_智能設備診斷、擴增實境與預測保養系統"
20231116_工工學門_傑出研究經驗分享"
20231113_高雄中學"
20231110_台南一中"
20231109_台科大_數據包絡分析與數據科學"
20231108_中鋼_數位驅動決策"
20231106_台南女中宣傳"
20231031_台北市數位分享交流會活動"
20231021_台北AIA"
20231016_Winbond日本"
20231004_Winbond"
20230928_APO"
20230919_力積電_製造數位轉型：智慧製造與數據科學"
20230816_北理工_DEA and Data Science"
20230815_中石油_DEA and Data Science"
20230814_中石油_Nash DEA"
20230813_中石油_數據科學與智能製造"
20230813_中石油_Marginal Abatement Cost"
20230805_台中AIA"
20230619_越南行"
20230615_群創"
20230614_新世代電子產品智慧製造高峰論壇_企業景氣循環與敏捷製造"
20230607_遠東新世紀_以AI加值轉型智慧製造"
20230604_德光教會_AI對信仰與生活的影響"
20230603_臻鼎_製造數據科學"
20230527_台北AIA"
20230524_欣興電子"
20230522_宏遠研討會"
20230517_陽明交大_數據科學思考與智慧製造"
20230513_台北AIA_智慧製造專班"
20230509_新北市工業會暨新世代聯誼會_敏捷智慧製造與企業景氣循環"
20230503_清大_數據科學思考與智慧製造"
20230426_DIGITIMES_敏捷製造與企業景氣循環"
20230419_AMA CIO餐會"
20230414_Winbond"
20230406_AIA連續製程"
20230329_金大_數據科學思考與智慧製造"
20230308_旭德科技"
20230222_錼創顯示科技"
20230217_董總專班"
20230210_tsmc廠務_AI"
20230209_新竹讀書會_領域適應"
20230113_tsmc廠務_AI"
20230112_小分享_歐洲行、實問虛答與學術訓練"
20221216_成大運算學院WFC22演講"
20221215_ProfetAI"
20221117_AIA董總高峰會"
20221111_VMQI"
20221106_台南女中"
20221105_台中AIA"
20221104_台科大_思考、實證、心路"
20221029_台北AIA智慧製造"
20221026_AUO_Scheduling and MDS"
20221019_輔大_數據科學思考與實證"
20221018_ASE_製造數據科學"
20221015_台北AIA"
20221012_屏科大_數據科學思考與實證"
20220924_tsmc"
20220915_APO_Manufacturing Data Science"
20220908_AIF群創"
20220901_新書分享-系統思考"
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20220825_參謀心法"
20220823_中科院_數位轉型與製造數據科學"
20220818_Economic Cycle"
20220812_永續工程師"
20220730_小分享_十周年感謝"
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20220630_書籍教學解析分享"
[130] 製造數據科學書籍教學解析分享會, 2022/6/30(四) 18:30–21:30, 主辦單位：中華商管教育發展學會；校園宣傳：前程文化；書籍銷售：滄海書局
20220625_群創_線上課程"
20220618_台北AIA"
20220601_交大_製造數據科學與數位轉型"
20220519_AIA技術班-智慧製造與數據科學技術"
20220512_中山_資料包絡分析研究歷程回顧與展望"
[163] 20220511_李家岩、洪佑鑫，2022。《製造數據科學：邁向智慧製造與數位決策》Manufacturing Data Science。線上新書座談會，台灣人工智慧學校。
[162] 20220510_智慧製造與數位轉型 Intelligent Manufacturing & Digital Transformation: From Predictive to Prescriptive。緯創培訓，財團法人台南市致遠基金會。
[161] 20220505_數據科學思考與智慧製造 Intelligent Thinking & Manufacturing，中央大學，大學部課程。
[160] 20220503_智慧製造與數據科學。人工智慧科技基金會 X 明基材料 AI主管班。
[159] 20220428_數位轉型與數據科學 Digital Transformation & Data Science。財團法人金屬工業研究發展中心。
[158] 20220422_台灣大學資訊管理學系- 高中宣傳，台北市立建國高級中學。
[157] 20220420_李家岩、洪佑鑫，2022。《製造數據科學：邁向智慧製造與數位決策》Manufacturing Data Science。新書分享會，台灣人工智慧學校。
[156] Lee, Chia-Yen (Mar. 29, 2022). Case Studies: AI Adoption in Manufacturing 智慧製造. Galaxy Summit 2022 : The Future Enterprise. Taipei International Convention Center, Taiwan.
[155] 20220326_Manufacturing Data Science 製造數據科學，台灣人工智慧學校AIA-台中分校。
[154] 20220325_Data Science & Digital Transformation 製造數據科學與數位決策實證。AIMS Fellows Seminar，國立清華大學智慧製造跨院高階主管碩士在職學位學程。
[153] 20220218_Cast Study for Textile Industry 紡織業個案教學。台灣人工智慧學校AIA董總專班。
[152] 20220209_Small Sample Analytic 小樣本分析，AUO友達光電。
[151] 20220127_Appreciation for Finance Book Club 理財讀書會的感激，線上。
[150] 20220124_從原點開始的智慧製造，AUO友達光電。
[149] 20220121_內力外王的覺與悟，Lovely Sharing小分享，線上。
[148] 20220115_資料包絡分析研究歷程回顧與展望，The 24rd Decision Analysis Symposium (DAS 2022@CLUT)第二十四屆決策分析研討會。中華卓越經營決策學會，致理科技大學。
[147] 20211220_台灣大學資訊管理學系- 高中宣傳，台南第一高級中學。
[146] 20211216_Manufacturing Data Science: From Predictive to Prescriptive Analytics. Asian Productivity Organization.
[145] 20211211_Nash Data Envelopment Analysis for Energy & Environment，台灣效率與生產力學會2021年年會暨學術論文研討會-後疫情時代的新效率與生產力思維，東吳大學城區部。主辦單位：台灣效率與 生產力學會、國立臺灣海洋大學運輸科學系
[144] 20211211_Manufacturing Data Science 製造數據科學，台灣人工智慧學校AIA-台南分校。
[143] 20211204_Manufacturing Data Science 製造數據科學，台灣人工智慧學校AIA-台北分校。
[142] 20211203_Panel Discussion, IEM in Semiconductor Economics (工業工程與管理之半導體經濟), Wiley Research Seminar – Industrial Engineering and Management in Semiconductor Economics, 2021 Wiley產業論壇 ：半導體X工業工程與管理
[141] 20211202_Nash Data Envelopment Analysis for Energy & Environment，台灣科技大學工業管理學系
[140] 20211201_供應鏈管理與製造數據科學，輔仁大學資訊管理學系
[139] Lee, Chia-Yen (Nov. 28, 2021). Industry-Academia Cooperation and Innovative Research (產學合作與創新研究). 管二學門成果發表, Kaohsiung, Taiwan.
[138] Lee, Chia-Yen (Nov. 23, 2021). Data Science Learning and Future Outlook (數據科學的學習之路與未來展望), National Yang Ming Chiao Tung University 國立陽明交通大學, Hsinchu, Taiwan.
[137] Lee, Chia-Yen (Nov. 13, 2021). Manufacturing Data Science (製造數據科學). 臻鼎科技集團 Zhen Ding Tech. Group, Taoyuan, Taiwan.
[136] Lee, Chia-Yen (Nov. 9, 2021). Digital Transformation & Production Management (數位轉型與生產管理). 頻譜電子(CTC, Coil Technology Corp.), Kaohsiung, Taiwan.
[135] Lee, Chia-Yen (Oct. 19, 2021). Data Science & Digital Transformation (數據科學與數位轉型). Innolux Corporation (群創光電), Tainan, Taiwan.
[134] Lee, Chia-Yen (Oct. 15, 2021). 碳交易：空氣汙染邊際減排成本與排放權配置 (cap-and-trade: marginal abatement costs and allowance emission allocaiton of air pollutants). 工業工程與管理於永續發展與循環經濟的影響力論壇，台灣永續發展目標論壇. Taiwan.
[133] Lee, Chia-Yen (Oct. 15, 2021). 每天叫醒我的不是鬧鐘，是夢想？(我的學術生涯) My Academic Career, Department of Information Management, National Taiwan University, Taipei, Taiwan.
[132] Lee, Chia-Yen (Oct. 7, 2021). Data Science & Reinforcement Learning for Data Envelopment Analysis (數據科學與強化學習於數據包絡分析). College of Managmenet, National Taiwan University, Taipei, Taiwan.
[131] Lee, Chia-Yen (Oct. 2, 2021). 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, Tachungi, Taiwan.
[132] Lee, Chia-Yen (Sept. 30, 2021). Challengings to Manufacturing Data Science (製造數據科學實證與挑戰). Innolux Corporation (群創光電), Tainan, Taiwan.
[131] Lee, Chia-Yen (Sept. 29, 2021). Thinking like a Data Scientist (數據科學思考). Chung Yuan Christian University (中原大學), Taoyuan City, Taiwan.
[130] Lee, Chia-Yen (Sept. 15, 2021). Data Science and Digital Transformation (數據科學與數位轉型). Walsin Lihwa (華新麗華), Taipei, Taiwan.
[129] Lee, Chia-Yen (Sept. 2, 2021). Small Sample Analytics (小樣本分析). Quanta Computer (廣達電腦), Taiwan.
[128] Lee, Chia-Yen (Aug. 28, 2021). AI Trends & Manufacturing Data Science (人工智慧趨勢與製造業應用), AI 產業實戰應用人才淬煉計畫, 台灣人工智慧協會, Taiwan.
[127] Lee, Chia-Yen (Aug. 12, 2021). Data Science and Process Automation (數據科學與流程自動化), 「產業AI論壇：智慧製造」
Online Forum 線上論壇, 台灣人工智慧學校, Taiwan.
[127] Lee, Chia-Yen (Aug. 5, 2021). Small Sample Analytics (小樣本分析). 友達未來學院, Taichung, Taiwan
[126] Lee, Chia-Yen (July 31, 2021). 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.
[125] Lee, Chia-Yen (July 21, 2021). Intelligent Manufacturing and Data Science (智慧製造與數據科學). 主管課程, winbond (華邦電子), Taichung, Taiwan.
[124] Lee, Chia-Yen (June 9, 2021). Manufacturing Data Science and Industrial Practice (製造數據科學與產業實務). 美律實業股份有限公司 MERRY, Taichung, Taiwan.
[123] Lee, Chia-Yen (May 26, 2021). Data Science and Digital Transformation (數據科學與數位轉型). winbond (華邦電子), Taichung, Taiwan.
[122] Lee, Chia-Yen (May 1, 2021). 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 台灣人工智慧學校中部分校, Taichung, Taiwan.
[121] Lee, Chia-Yen (April 13, 2021). Nash Data Envelopment Analysis for Energy & Environment. 教師成果分享, College of Management, National Taiwan University, Taipei, Taiwan.
[120] Lee, Chia-Yen (March 31, 2021). Empirical Study and Challenges for Manufacturing Data Science (製造數據科學實證與挑戰). WIN Semiconductors (穩懋半導體), Taoyuan, Taiwan.
[119] Lee, Chia-Yen (March 27, 2021). 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
[118] Lee, Chia-Yen (March 24, 2021). Manufacturing Data Science (製造數據科學). Panasonic Taiwan Co.(台灣松下), Taipei, Taiwan.
[117] Lee, Chia-Yen (March 20, 2021). 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 台灣人工智慧學校南部分校, Tainan, Taiwan.
[116] Lee, Chia-Yen (March 19, 2021). Empirical Study and Challenges for Manufacturing Data Science (製造數據科學實證與挑戰). OSE Corp. (華泰電子股份有限公司), Kaohsiung, Taiwan.
[115] Lee, Chia-Yen (Feb. 5, 2021). 人工智慧的學習之路與未來展望. AI職能體驗營. Taiwan AI Academy 台灣人工智慧學校南部分校, Tainan, Taiwan.
[114] Lee, Chia-Yen (Dec. 14, 2020). Thinking like a Data Scientist (數據科學思考). Department of Industrial Management (工業管理系) , National Taiwan University of Science and Technology 國立台灣科技大學, Kaohsiung, Taiwan
[113] Lee, Chia-Yen (Dec. 9, 2020). 製造數據科學實務 (Practice of Manufacturing Data Science). Institute of Statistics 統計學研究所, National University of Kaohsiung 國立高雄大學, Kaohsiung, Taiwan
[112] Lee, Chia-Yen (Dec. 7, 2020). Beyond the Prediction (預測之外：跨越預測與決策間的鴻溝). Department of Managemnet Information Systems, National Chengchi University 政治大學資訊管理學系, Taipei, Taiwan
[111] Lee, Chia-Yen (Nov. 25, 2020). 應用生產線資料促進智慧製造與品質, 2020品質經理人協會年度研討會. , Hsinchu, Taiwan
[110] Lee, Chia-Yen (Nov. 16, 2020). Nash Data Envelopment Analysis for Energy & Environment. Department of Industrial Engineering and Management (工業工程與管理學系), National Chiao Tung University (國立交通大學), Hsinchu, Taiwan
[109] Lee, Chia-Yen (Nov. 14, 2020). Beyond the Prediction (預測之外：跨越預測與決策間的鴻溝). Taiwan AI Annual Meeting (台灣人工智慧年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan. (Slides)
[108] Lee, Chia-Yen (Nov. 13, 2020). Thinking Like a Data Scientist (數據科學思考與實證研究). Department of Information Management 資訊管理學系, National Taiwan University, Taipei, Taiwan.
[107] Lee, Chia-Yen (Oct. 20, 2020). Data Science and Research Methods (數據科學與研究方法). Department of Industrial Engineering and Management 工業工程與管理學系, National Taipei University of Technology 國立台北科技大學, Taipei, Taiwan.
[106] Lee, Chia-Yen (Oct. 16, 2020). Manufacturing Data Science: Challenges and Cases (製造數據科學：挑戰與個案). 109年度創新前瞻領導人才研習計畫, Industrial Development Bureau (IDB), Ministry of Economic Affairs 工業局智慧電子學院, Kaohsiung, Taiwan.
[105] Lee, Chia-Yen (Sept 25, 2020). Equipment Health Management and Prescriptive Analytics (設備健康管理與處方性決策). tsmc (台積電), Tainan, Taiwan.
[104] Lee, Chia-Yen (Sept 18, 2020). Data Science Projects and Empirical Studies (數據科學專案與實證). tsmc (台積電), Taichung, Taiwan.
[103] Lee, Chia-Yen (Sept 19, 2020). 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 台灣人工智慧學校南部分校, Tainan, Taiwan.
[102] Lee, Chia-Yen (Sept 4, 2020). Manufacturing Data Science and Systems Thinking (製造數據科學與系統思考). tsmc (台積電), Hsinchu, Taiwan.
[101] Lee, Chia-Yen (August 15, 2020). 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.
[100] Lee, Chia-Yen (July 28, 2020). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Lextar Electronics Corporation (隆達電子), Hsinchu, Taiwan.
[99] Lee, Chia-Yen (July 4, 2020). 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 台灣人工智慧學校南部分校, Tainan, Taiwan.
[98] Lee, Chia-Yen (June 16, 2020). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). 智慧電子學院- Siliconware Precision Industries Co. (矽品精密工業), Taichung, Taiwan.
[97] Lee, Chia-Yen (June 15, 2020). Data Science Research and Teaching Experience Sharing (數據科學研究與教學分享). College of Social Sciences, National Cheng Kung University, Tainan, Taiwan.
[96] Lee, Chia-Yen (May 28, 2020). Data Science and Research Methods (數據科學與研究方法). Department of Industrial Engineering and Enterprise Information (工業工程與經營資訊學系), Tunghai University (東海大學), Taichung, Taiwan.
[95] Lee, Chia-Yen (May 23, 2020). Intelligent Manufacturing and Decision (智慧製造與決策). 智慧農牧產業創新研討會, Tunghai University (東海大學), Taichung, Taiwan.
[94] Lee, Chia-Yen (May 16, 2020). 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遠距教學(distance learning due to COVID-19), Taichung, Taiwan.
[93] Lee, Chia-Yen (Apr. 11, 2020). 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 台灣人工智慧學校南部分校遠距教學(distance learning due to COVID-19), Tainan, Taiwan.
[92] Lee, Chia-Yen (Mar. 21, 2020). 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遠距教學(distance learning due to COVID-19), Taipei, Taiwan.
[91] Lee, Chia-Yen (Mar. 16, 2020). 人工智慧與資料科學應用. 成功高中, Taipei, Taiwan.
[90] Lee, Chia-Yen (Feb. 6, 2020). AI in Manufacturing (人工智慧在製造業). 鳳凰科技教師研習營，國立成功大學電機系, Tainan, Taiwan.
[89] Lee, Chia-Yen (Jan. 4, 2020). 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.
[88] Lee, Chia-Yen (Dec. 28, 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, 智慧製造專班, Hsinchu, Taiwan.
[87] Lee, Chia-Yen (Dec. 23, 2019). Industrial Operations Research and Optimization (工業OR與最佳化), 工業3.5講師基礎培訓班- 高雄場, 科技部人工智慧製造系統(AIMS)研究中心, Kaohsiung, Taiwan.
[86] Lee, Chia-Yen (Dec. 20, 2019). Practice of Manufacturing Data Science (製造數據科學實務). ASEKH 2019 IT & CIM & IE Tech Forum (5G新時代/ AI愛/ 智慧製造大未來), ASE Group, Kaohsiung, Taiwan.
[85] Lee, Chia-Yen (Dec. 15, 2019). Systematic Thinking and Industrial Operations Research (系統思考與工業作業研究). FCU Data Science Lecture Hall (逢甲資料科學大講堂), Feng Chia University逢甲大學, Taichung, Taiwan.
[84] Lee, Chia-Yen (Dec. 11, 2019). Nash Data Envelopment Analysis for Energy and Environment (納許數據包落分析於能源與環境議題). Institute of Industrial Engineering and Engineering Management (工業工程與工程管理所), National Tsing Hua University (國立清華大學), Hsinchu, Taiwan.
[83] Lee, Chia-Yen (Dec. 4, 2019). Artificial Intelligence and Automation in Manufacturing Industry (人工智慧與製造業自動化). Department of Industrial Engineering and Management (工業工程與管理系), National Kaohsiung University of Science and Technology (國立高雄科技大學), Kaohsiung, Taiwan.
[82] Lee, Chia-Yen (Dec. 4, 2019). Graduate Thinks Like a Data Scientist (研究生與數據科學思考術). Institute of Industrial Engineering and Management (工業工程與管理系), National Kaohsiung University of Science and Technology (國立高雄科技大學), Kaohsiung, Taiwan.
[81] Lee, Chia-Yen (Nov. 21, 2019). Beyond the Prediction of Data Science: A Practical Aspect. AI and Data Science One Day Workshop. Department of Statistics, National Cheng Kung University, Tainan, Taiwan.
[80] Lee, Chia-Yen (Nov. 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 台灣人工智慧學校高雄分校, Kaohsiung, Taiwan.
[79] Lee, Chia-Yen (Nov. 10, 2019). 實證研究經驗分享. 生管與作管的實證研究. 科技部人文司管理二學門專題研究計畫成果發表會.
[78] Lee, Chia-Yen (Oct. 29, 2019). 人工智慧與資料科學應用. 新竹高中, Hsinchu, Taiwan.
[77] Lee, Chia-Yen (Oct. 19, 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.
[76] Lee, Chia-Yen (Oct. 16, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). AUO Engineering College 友達工學院, AUO 友達光電, Tainan, Taiwan.
[75] Lee, Chia-Yen (Oct. 3, 2019). A Lively Educational Environment Starts with Teaching Assistants (TAs) (活潑的教育環境從TA開始). NCKU Center for Teaching and Learning Development (成功大學教學發展中心), National Cheng Kung University, Tainan, Taiwan.
[74] Lee, Chia-Yen (Sept. 20, 2019). Practice of Manufacturing Data Science (製造數據科學實務). Department of Industrial Management & Institute of Industrial Engineering and Management (工業管理系), National Formosa University (國立虎尾科技大學), Yunlin, Taiwan.
[73] Lee, Chia-Yen (Aug. 12, 2019). Feature Selection and Empirical Study (特徵萃取與實務案例分析). 大江生醫TCI Co., Taiwan.
[72] Lee, Chia-Yen (Aug. 10, 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.
[71] 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.
[70] 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.
[69] Lee, Chia-Yen (May 23, 2019). Data Science for Delamination Diagnosis in Semiconductor Manufacturing (數據科學於半導體脫層診斷). Department of Statistics, National Cheng Kung University, Tainan, Taiwan.
[68] Lee, Chia-Yen (May 23, 2019). Data Envelopment Analysis & Energy Efficiency (數據包絡分析與能源效率). Department of Economics, National Cheng Kung University, Tainan, Taiwan.
[67] Lee, Chia-Yen (May 15, 2019). Think Like a Data Scientist (數據科學思考術). Department of Industrial Engineering & Management, National Quemoy University (國立金門大學), Kinmen, Taiwan.
[66] 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.
[65] Lee, Chia-Yen (Apr. 20, 2019). Data Science in Manufacturing: Process Diagnosis and Quality Prediction in Semiconductor Manufacturing Fab (制造数据科学: 半导体厂制程诊断与质量预测). 同济大学第四屆电子与信息工程学院国际青年学者论坛, 同济大学 Tongji University, Shanghai, China.
[64] 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.
[63] Lee, Chia-Yen (Apr. 10, 2019). Data Science in Manufacturing: Process Diagnosis and Quality Prediction in Semiconductor Manufacturing Fab (製造數據科學：半導體廠製程診斷與品質預測). Dept. of Chemical Engineering and Biotechnology & Institute of Chemical Engineering (化學工程與生物科技系及化學工程研究所), National Taipei University of Technology 國立台北科技大學, Taipei, Taiwan.
[62] 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.
[61] Lee, Chia-Yen (Mar. 11, 2019). Data Science in Manufacturing: Process Diagnosis and Quality Prediction in Semiconductor Manufacturing Fab (製造數據科學：半導體廠製程診斷與品質預測). Dept. of Mathematical Sciences (政治大學應用數學系), National Chengchi University, Taipei, Taiwan.
[60] Lee, Chia-Yen (Mar. 9, 2019). Practice of Manufacturing Data Science (製造數據科學實務). LCY AI School (李長榮人工智慧學校), LCY Group (李長榮化工), Kaohsiung, Taiwan.
[59] Lee, Chia-Yen (Jan 16, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). FCU Data Science Lecture Hall (逢甲資料科學大講堂), 台灣美光Micron Taiwan, Taichung, Taiwan.
[58] Lee, Chia-Yen (Dec. 18, 2018). Practice of Data Science in Manufacturing (製造數據科學實務). 華邦電子暨新唐科技2018高階主管講座，National Taipei University of Technology 集思北科大國際會議中心, Taipei, Taiwan.
[57] Lee, Chia-Yen (Dec. 16, 2018). Life and Intelligent Manufacturing (生活中的智慧製造). AI 嘉年華, 台灣大學, Taipei, Taiwan.
[56] Lee, Chia-Yen (Dec. 10, 2018) Nash Data Envelopment Analysis for Energy & Environment (納許數據包絡分析於能源與環境). The 4th Workshop on Frontier Modeling of Energy & Environment (FMEE) 第四屆能源環境前沿建模論壇, School of Economics and Management, China University of Petroleum (East China) 中國石油大學 (華東), Qingdao, China.
[55] Lee, Chia-Yen (Dec. 7, 2018). Data Science in Manufacturing (製造數據科學). 2018 Conference on Artificial Intelligence and Data Science Application (2018人工智慧與資料科學應用研討會 ), Soochow University 東吳大學，Taipei, Taiwan.
[54] 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.
[53] Lee, Chia-Yen (Nov. 8, 2018). Practice of Data Science in Manufacturing (製造數據科學實務)。2018智慧工廠論壇，新製造競賽，唯適者生存。Digitimes企劃新聞採訪，善用資料科學方法論 數據應用成為製造業轉型良藥，物聯網/工業4.0。 (Article) (News)
[52] Lee, Chia-Yen (Sept. 18, 2018). Practice of Data Science in Manufacturing (製造數據科學實務). 中央研究院尖端科技研習營(智慧製造), MOST and Academia Sinica 科技部與中央研究院, Taipei, Taiwan.
[51] Lee, Chia-Yen (Sept. 8, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan Semiconductor Manufacturing Company Fab14, 台灣積體電路股份有限公司 (tsmc), Tainan, Taiwan.
[50] Lee, Chia-Yen (Aug. 29, 2018). System Engineering Thinking and Data Science (系統與數據科學間的系統工程思考). Foxconn Technology Group 富士康鴻海科技集團, Shanxi, China.
[49] Lee, Chia-Yen (Aug. 29, 2018). Data Science Algorithm and It's Manufacturing Execution Applications (數據科學演算法與其製造執行應用). Foxconn Technology Group 富士康鴻海科技集團, Shanxi, China.
[48] Lee, Chia-Yen (Aug. 22, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). AUO Engineering College 友達工學院, AUO 友達光電, Taichung, Taiwan.
[47] Lee, Chia-Yen (July 9, 2018). Nash Equilibrium in Data Envelopment Analysis. Center for Energy & Environmental Policy Research (能源與環境政策研究中心), School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China. (News)
[46] Lee, Chia-Yen (June 22, 2018). Data Science in Manufacturing (製造數據科學). YongLin Education Foundation 永齡教育慈善基金會, National Taiwan University, Taiwan.
[45] Lee, Chia-Yen, Shao-Yen Hung (洪紹嚴), and Yung-Lun Lin (林永倫) (May 31, 2018). Data Science for Delamination Diagnosis and On-Line Prediction in the Semiconductor Assembly Process. Dept. of Industrial Engineering and Engineering Management. National Tsing Hua University 國立清華大學工業工程與工程管理學系, Hsinchu, Taiwan.
[44] Lee, Chia-Yen (May 24, 2018). Think Like a Data Scientist (像資料科學家一樣思考). Department of Industrial Management & Institute of Industrial Engineering and Management (工業管理系), National Formosa University (國立虎尾科技大學), Yunlin, Taiwan.
[43] Lee, Chia-Yen (May 05, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). FCU Data Science Lecture Hall (逢甲資料科學大講堂), 逢甲大學Feng Chia University, Taichung, Taiwan. (Slides)
[42] Lee, Chia-Yen (May 04, 2018). Data Science in Manufacturing (製造資料科學). Eternal Materials Co. 長興材料工業股份有限公司, Pingtung, Taiwan.
[41] Lee, Chia-Yen (Mar. 28, 2018). Manufacturing Data? Science?! 製造資料？科學？！Dept. of Industrial Engineering and Management. National Chiao Tung University 國立交通大學工業工程與管理系, Hsinchu, Taiwan
[40] Lee, Chia-Yen (Mar. 16, 2018). Data Envelopment Analysis for Cape-and-Trade and Marginal Abatement Costs (資料包絡分析法於碳交易與空氣汙染邊際減排成本). Dept. of Business Administration, National Taiwan University (國立台灣大學工商管理學系暨商學研究所), Taipei, Taiwan.
[39] Lee, Chia-Yen (Mar. 15, 2018). Think Like a Data Scientist (像資料科學家一樣思考). Dept. of Industrial Management (工業管理系), National Taiwan University of Science and Technology (國立台灣科技大學), Taipei, Taiwan.
[38] Lee, Chia-Yen (Feb. 06, 2018). Equipment Health Index (機台健康指標). 2018 Taiwan Dagstuhl Seminar- Modeling, Analysis, and Simulation to Empower Smart Production for Semiconductor Industry, Mabuville, Hsinchu, Taiwan.
[37] Lee, Chia-Yen (Dec. 01, 2017). Data Science in Manufacturing (製造資料科學). Chinese Institute of Industrial Engineers (CIIE) 中國工業工程學會, Tainan, Taiwan.
[36] Lee, Chia-Yen (Nov. 22, 2017). Data Science in Manufacturing (製造資料科學). Dept. of Industrial Management (工業管理系), National Pingtung University of Science and Technology (國立屏東科技大學), Pingtung, Taiwan.
[35] Lee, Chia-Yen (Nov. 20, 2017). Manufacturing Data? Science?! 製造資料？科學？！. 宏達國際電子(hTC), Taipei, Taiwan.
[34] Lee, Chia-Yen (Nov. 11, 2017). Manufacturing Data? Science?! 製造資料？科學？！. 2017 Data Science Annual Conference (2017台灣資料科學年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan.
[33] Lee, Chia-Yen (Oct. 19, 2017). Think Like a Data Scientist (像資料科學家一樣思考). Dept. of Financial and Computational Mathematics (財務與計算數學系), Providence University (靜宜大學), Taichung, Taiwan.
[32] Lee, Chia-Yen (Sept. 19, 2017). Machine Learning Complements Statistical Method (機器學習的浪潮下統計方法扮演的角色及定位). Keynote Speech in 7th Statistical Application Workshop (第七屆統計應用研討會), Taiwan Semiconductor Manufacturing Company (tsmc台灣積體電路股份有限公司), Hsinchu, Taiwan.
[31] Lee, Chia-Yen (Jun. 01, 2017). Data Science in Manufacturing (製造資料科學). Graduate Institute o Electrical Engineering (電機工程研究所), National Kaohsiung First University of Science and Technology (國立高雄第一科技大學), Kaohsiung, Taiwan.
[30] Lee, Chia-Yen(May 24, 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). NTU INFORMS, College of Management, National Taiwan University (國立台灣大學管理學院), Taipei, Taiwan.
[29] 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)
[28] Lee, Chia-Yen (Feb. 25, 2017). Data Science in Manufacturing (製造資料科學). Department of Engineering Science, National Cheng Kung Unicersity (國立成功大學工學院工程管理碩士在職專班與工程科學系), Tainan, Taiwan. 香港理工大學工業及系統工程學系參訪交流。
[27] 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) (Photo1) (Photo2)
[26] Lee, Chia-Yen (Jan. 24, 2017). Data Envelopment Analysis for Marginal Abatement Cost Estimation in PM2.5 Pollution Emission (資料包絡分析法於空氣汙染PM2.5之邊際減排成本分析). Dept. of Information Management and Finance, National Chiao Tung University (國立交通大學資訊管理與財務金融學系), Hsinchu, Taiwan.
[25] Lee, Chia-Yen (Nov. 24, 2016). Carbon Cap-and-Trade 碳交易. Dept. of Aeronautics and Astronautics. National Cheng Kung University 國立成功大學航空太空工程學系, Tainan, Taiwan. (能源科技概論 / Introduction to Energy Technology)
[24] Lee, Chia-Yen (Oct. 25, 2016). Data Science in Manufacturing (製造資料科學). College of Engineering, National Tsing Hua University (國立清華大學工學院), Hsinchu, Taiwan.
[23] Lee, Chia-Yen (Sept. 29, 2016). Data Science in Manufacturing (製造資料科學). Dept. of Computer Science and Information Engineering, National University of Tainan (國立台南大學資訊工程學系), Tainan, Taiwan. (Photo)
[22] Lee, Chia-Yen (July 26, 2016). A First Course in Manufacturing Data Science 製造資料科學的第一堂入門課. Taiwan Industry 4.0 台灣製造業轉型工業 4.0 研習會, TechOrange (科技報橘), Taipei, Taiwan.
[21] Lee, Chia-Yen (July 15, 2016). Data Science in Manufacturing (製造數據科學). School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China.
[20] Lee, Chia-Yen (July 12, 2016). Data Envelopment Analysis for Effectiveness Measure and Marginal Abatement Cost Estimation in the Power System Industry (數據包絡分析法於電力系統有效性及邊際減排成本分析). Center for Energy & Environmental Policy Research (能源與環境政策研究中心), Beijing Institute of Technology (北京理工大學), Beijing, China.(News)
[19] Lee, Chia-Yen (May 20, 2016). Think Like a Data Scientist 資料科學思考術. Taipei Municipal Daan Vocational High School. 臺北市立大安高級工業職業學校, Taipei, Taiwan.
[18] Lee, Chia-Yen (May. 12, 2016). Directional Marginal Abatement Cost of Air Pollutants in the Coal-Fired Power Industry (燃煤電廠污染排放物之方向性邊際減排成本). The 2nd Workshop on Frontier Modeling of Energy & Environment (FMEE) 第二屆能源環境前沿建模論壇, College of Economics and Management, Nanjing University of Aeronautics and Astronautics (NUAA) 南京航空航天大學, Jiangsu, China. (Agenda) (Slide) (Photo)
[17] Lee, Chia-Yen (May. 5, 2016). Logical Thinking for Graduates 研究生思考的技術. Institute of Project Management (專案管理研究所). National Chin-Yi University of Technology 國立勤益科技大學, Taichung, Taiwan.
[16] Lee, Chia-Yen (Apr. 9, 2016). Data Science in Manufacturing (製造資料科學). Dept. of Industrial Engineering Management (工業工程與管理系). National Kaohsiung University of Applied Sciences (國立高雄應用科技大學), Kaohsiung, Taiwan. (Photo1, Photo2)
[15] Lee, Chia-Yen (Jan. 29, 2016). Data Science in Manufacturing (製造資料科學). 2016 Teacher Camp of Phenix Technology (成大鳳凰科技教師研習營). College of Electrical Engineering and Computer Science, National Cheng Kung University, Tainan, Taiwan.
[14] Lee, Chia-Yen and Shao-Yen Hung (洪紹嚴) (Nov. 6, 2015).Creative Thinking 創意思考與學習的技術. Dept. of Business Administration, Asia University 亞洲大學, Taichung, Taiwan. (Photo1, Photo2)
[13] Lee, Chia-Yen (Nov. 2, 2015). Data Mining Foundations 資料探勘基石, 群創光電 Innolux Corp., Tainan City, Taiwan.
[12] Lee, Chia-Yen (Apr. 29, 2015). Intelligent Semiconductor Manufacturing Systems 智慧型半導體製造系統. Dept. of Industrial Engineering and Management, Cheng Shiu University 正修科技大學, Kaohsiung, Taiwan. (Photo)
[11] Lee, Chia-Yen (Apr. 4, 2015). An Introduction to Stochastic Nonparametric Envelopment of Data (ED) 隨機無母數效率前緣. 2015 Workshop on Data Envelopment Analysis for Energy & Environmental Modeling. College of Economics and Management, Nanjing University of Aeronautics and Astronautics 南京航空航天大學, Jiangsu, China. (Photo) (Slide) (News)
[10] Lee, Chia-Yen (Mar. 13, 2015). Semiconductor Manufacturing Intelligence and Advanced Manufacturing System 半導體製造智慧與先進製造系統. Innolux Corporation 群創光電, Tainan, Taiwan.
[9] Lee, Chia-Yen (Feb. 9, 2015). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial and Information Management. National Cheng Kung University 國立成功大學工業與資訊管理學系, Tainan City, Taiwan. (Slide)
[8] Lee, Chia-Yen (Nov. 25, 2014). Manufacturing Data Mining and Production System Optimization 製造業資料探勘獲利模式與生產系統最佳化. Dept. of Management Information Systems, National Chengchi 政治大學資訊管理學系, Taipei, Taiwan. (商業資料分析：R運算 / R Computing for Business Data Analytics)
[7] Lee, Chia-Yen (Nov. 20, 2014). Carbon Cap-and-Trade 碳交易. Dept. of Aeronautics and Astronautics. National Cheng Kung University 國立成功大學航空太空工程學系, Tainan, Taiwan. (能源科技概論 / Introduction to Energy Technology)
[6] Lee, Chia-Yen (Oct. 22, 2014). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial Engineering and Engineering Management. National Tsing Hua University 國立清華大學工業工程與工程管理學系, Hsinchu, Taiwan.
[5] Lee, Chia-Yen (May 28, 2014). Manufacturing Intelligence: Applications and Development 製造智慧之技術應用與發展趨勢. Institute of Industrial Engineering. National Taiwan University 國立台灣大學工業工程研究所, Taipei, Taiwan.
[4] Lee, Chia-Yen (Apr. 18, 2014). Manufacturing Data Mining and Production System Optimization 製造業資料探勘獲利模式與生產系統最佳化. Dept. of Mechanical and Automation Engineering, I-Shou University 義守大學機械與自動化工程系, Taiwan. 智慧化工具機產業設備人才培育計畫. (Photo)
[3] Lee, Chia-Yen (Apr. 9, 2014). Manufacturing Intelligence: Applications and Development 製造智慧之技術應用與發展趨勢. Industrial Technology Research Institute 工業技術研究院南分院雲端服務中心, Tainan City, Taiwan.
[2] Lee, Chia-Yen (Feb. 24, 2014). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial Engineering and Management. National Chiao Tung University 國立交通大學工業工程與管理系, Hsinchu, Taiwan. (Photo)
[1] Lee, Chia-Yen (May 8, 2013). Intelligent Manufacturing Systems in Semiconductor Manufacturing 智慧型半導體製造系統. Dept. of Mechanical Engineering, Kun Shan University 崑山科技大學機械工程學系, Taiwan. 智慧化工具機產業設備人才培育計畫.
[136] Lee, Chia-Yen (Oct. 2, 2025). 智慧製造挑戰與典範轉移 (Smart Manufacturing: Challenges & Paradigm Shift). 智造戰略新格局 轉型關鍵時刻, 天下x DELL 高階早餐會, Taipei, Taiwan.
[135] Lee, Chia-Yen (Nov. 29, 2024). From Prescriptive Learning to Optimization-Guided Learning (OGL). 2024 Chinese Institute of Industrial Engineers Annual Conference (CIIE 2024) Joint with 2024 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2024). National Taipei University of Technology, Taipei, Taiwan.
[134] Lee, Chia-Yen (Nov. 24, 2023). 智能設備診斷、擴增實境與預測保養系統, 善用AI與大數據打造數位智匯未來. 長庚大學跨校技術發表暨商機媒合會, 台北科技大學, Taipei, Taiwan.
[133] Lee, Chia-Yen (Oct. 31, 2023). AI對製造業的產業革命. 台北市數位交流分享會, 台北數位企業發展中心(Digital Business Center @ Taipei), Taipei, Taiwan.
[133] Lee, Chia-Yen (Sept. 28, 2023). Manufacturing Data Science. Training Course on Data Analytics for SMEs, Singapore Productivity Centre (SGPC) and Asian Productivity Organization (APO), 26–29 September 2023.
[132] Lee, Chia-Yen (Aug, 13, 2023). 智能製造與數據科學。数 字转型下2023大数据时代交通与物流国际会议（2023 International Conference on Intelligent Transportation and Logistics with Big Data）暨第十一届国际决策科学论坛（The Eleventh International Forum on Decision Sciences）于2023年8月12-13日在山东青岛, China.
[131] Lee, Chia-Yen (July 2, 2023). Reinforcement Learning & Data Envelopment Analysis for Capacity Planning with Demand Volatility. International Symposium on Semiconductor Manufacturing Intelligence (ISMI2023), July 02-04, 2023, Guilin, China.
[131] Lee, Chia-Yen (June 19, 2023). Business Cycle & Agility Intelligent Manufacturing (企業景氣循環與敏捷智慧製造). AI Crossover Talks. GALAXY QUEST: EXPLORING VIETNAM'S THRIVING INNOVATION GALAXY. Hive Ventures and Profet AI. June 18-21, 2023, Ho Chi Minh City, Vietnam.
[131] Lee, Chia-Yen (Apr. 19, 2023). Generative AI & Business Cycle. Crossover Talks AMA CIO午餐會 (Ask Me Anything about AI), Hsinchu, Taiwan.
[130] Lee, Chia-Yen (Aug. 18, 2022). AI and Economic Cycle. Profet AI Crossover Talks. Profet AI. Taipei, Taiwan.
20251129_青島中石油_從數據包絡分析到數據科學的旅程"
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20240117_國際影響力經驗分享"
20240111_南航_數據科學與智能製造"
20240111_GenAI"
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20231215_永續工程與管理"
20231210_因應氣候變遷衝擊下之永續臺北政策研討"
20231209_CIIE_產學合作與創新研究"
20231130_ProfetAI_全球數位轉型與公民數據科學家"
20231124_台大國際產學聯盟_智能設備診斷、擴增實境與預測保養系統"
20231116_工工學門_傑出研究經驗分享"
20231113_高雄中學"
20231110_台南一中"
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20231108_中鋼_數位驅動決策"
20231106_台南女中宣傳"
20231031_台北市數位分享交流會活動"
20231021_台北AIA"
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20230615_群創"
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20230522_宏遠研討會"
20230517_陽明交大_數據科學思考與智慧製造"
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20230419_AMA CIO餐會"
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[130] 製造數據科學書籍教學解析分享會, 2022/6/30(四) 18:30–21:30, 主辦單位：中華商管教育發展學會；校園宣傳：前程文化；書籍銷售：滄海書局
20220625_群創_線上課程"
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20220601_交大_製造數據科學與數位轉型"
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20220512_中山_資料包絡分析研究歷程回顧與展望"
[163] 20220511_李家岩、洪佑鑫，2022。《製造數據科學：邁向智慧製造與數位決策》Manufacturing Data Science。線上新書座談會，台灣人工智慧學校。
[162] 20220510_智慧製造與數位轉型 Intelligent Manufacturing & Digital Transformation: From Predictive to Prescriptive。緯創培訓，財團法人台南市致遠基金會。
[161] 20220505_數據科學思考與智慧製造 Intelligent Thinking & Manufacturing，中央大學，大學部課程。
[160] 20220503_智慧製造與數據科學。人工智慧科技基金會 X 明基材料 AI主管班。
[159] 20220428_數位轉型與數據科學 Digital Transformation & Data Science。財團法人金屬工業研究發展中心。
[158] 20220422_台灣大學資訊管理學系- 高中宣傳，台北市立建國高級中學。
[157] 20220420_李家岩、洪佑鑫，2022。《製造數據科學：邁向智慧製造與數位決策》Manufacturing Data Science。新書分享會，台灣人工智慧學校。
[156] Lee, Chia-Yen (Mar. 29, 2022). Case Studies: AI Adoption in Manufacturing 智慧製造. Galaxy Summit 2022 : The Future Enterprise. Taipei International Convention Center, Taiwan.
[155] 20220326_Manufacturing Data Science 製造數據科學，台灣人工智慧學校AIA-台中分校。
[154] 20220325_Data Science & Digital Transformation 製造數據科學與數位決策實證。AIMS Fellows Seminar，國立清華大學智慧製造跨院高階主管碩士在職學位學程。
[153] 20220218_Cast Study for Textile Industry 紡織業個案教學。台灣人工智慧學校AIA董總專班。
[152] 20220209_Small Sample Analytic 小樣本分析，AUO友達光電。
[151] 20220127_Appreciation for Finance Book Club 理財讀書會的感激，線上。
[150] 20220124_從原點開始的智慧製造，AUO友達光電。
[149] 20220121_內力外王的覺與悟，Lovely Sharing小分享，線上。
[148] 20220115_資料包絡分析研究歷程回顧與展望，The 24rd Decision Analysis Symposium (DAS 2022@CLUT)第二十四屆決策分析研討會。中華卓越經營決策學會，致理科技大學。
[147] 20211220_台灣大學資訊管理學系- 高中宣傳，台南第一高級中學。
[146] 20211216_Manufacturing Data Science: From Predictive to Prescriptive Analytics. Asian Productivity Organization.
[145] 20211211_Nash Data Envelopment Analysis for Energy & Environment，台灣效率與生產力學會2021年年會暨學術論文研討會-後疫情時代的新效率與生產力思維，東吳大學城區部。主辦單位：台灣效率與 生產力學會、國立臺灣海洋大學運輸科學系
[144] 20211211_Manufacturing Data Science 製造數據科學，台灣人工智慧學校AIA-台南分校。
[143] 20211204_Manufacturing Data Science 製造數據科學，台灣人工智慧學校AIA-台北分校。
[142] 20211203_Panel Discussion, IEM in Semiconductor Economics (工業工程與管理之半導體經濟), Wiley Research Seminar – Industrial Engineering and Management in Semiconductor Economics, 2021 Wiley產業論壇 ：半導體X工業工程與管理
[141] 20211202_Nash Data Envelopment Analysis for Energy & Environment，台灣科技大學工業管理學系
[140] 20211201_供應鏈管理與製造數據科學，輔仁大學資訊管理學系
[139] Lee, Chia-Yen (Nov. 28, 2021). Industry-Academia Cooperation and Innovative Research (產學合作與創新研究). 管二學門成果發表, Kaohsiung, Taiwan.
[138] Lee, Chia-Yen (Nov. 23, 2021). Data Science Learning and Future Outlook (數據科學的學習之路與未來展望), National Yang Ming Chiao Tung University 國立陽明交通大學, Hsinchu, Taiwan.
[137] Lee, Chia-Yen (Nov. 13, 2021). Manufacturing Data Science (製造數據科學). 臻鼎科技集團 Zhen Ding Tech. Group, Taoyuan, Taiwan.
[136] Lee, Chia-Yen (Nov. 9, 2021). Digital Transformation & Production Management (數位轉型與生產管理). 頻譜電子(CTC, Coil Technology Corp.), Kaohsiung, Taiwan.
[135] Lee, Chia-Yen (Oct. 19, 2021). Data Science & Digital Transformation (數據科學與數位轉型). Innolux Corporation (群創光電), Tainan, Taiwan.
[134] Lee, Chia-Yen (Oct. 15, 2021). 碳交易：空氣汙染邊際減排成本與排放權配置 (cap-and-trade: marginal abatement costs and allowance emission allocaiton of air pollutants). 工業工程與管理於永續發展與循環經濟的影響力論壇，台灣永續發展目標論壇. Taiwan.
[133] Lee, Chia-Yen (Oct. 15, 2021). 每天叫醒我的不是鬧鐘，是夢想？(我的學術生涯) My Academic Career, Department of Information Management, National Taiwan University, Taipei, Taiwan.
[132] Lee, Chia-Yen (Oct. 7, 2021). Data Science & Reinforcement Learning for Data Envelopment Analysis (數據科學與強化學習於數據包絡分析). College of Managmenet, National Taiwan University, Taipei, Taiwan.
[131] Lee, Chia-Yen (Oct. 2, 2021). 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, Tachungi, Taiwan.
[132] Lee, Chia-Yen (Sept. 30, 2021). Challengings to Manufacturing Data Science (製造數據科學實證與挑戰). Innolux Corporation (群創光電), Tainan, Taiwan.
[131] Lee, Chia-Yen (Sept. 29, 2021). Thinking like a Data Scientist (數據科學思考). Chung Yuan Christian University (中原大學), Taoyuan City, Taiwan.
[130] Lee, Chia-Yen (Sept. 15, 2021). Data Science and Digital Transformation (數據科學與數位轉型). Walsin Lihwa (華新麗華), Taipei, Taiwan.
[129] Lee, Chia-Yen (Sept. 2, 2021). Small Sample Analytics (小樣本分析). Quanta Computer (廣達電腦), Taiwan.
[128] Lee, Chia-Yen (Aug. 28, 2021). AI Trends & Manufacturing Data Science (人工智慧趨勢與製造業應用), AI 產業實戰應用人才淬煉計畫, 台灣人工智慧協會, Taiwan.
[127] Lee, Chia-Yen (Aug. 12, 2021). Data Science and Process Automation (數據科學與流程自動化), 「產業AI論壇：智慧製造」
Online Forum 線上論壇, 台灣人工智慧學校, Taiwan.
[127] Lee, Chia-Yen (Aug. 5, 2021). Small Sample Analytics (小樣本分析). 友達未來學院, Taichung, Taiwan
[126] Lee, Chia-Yen (July 31, 2021). 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.
[125] Lee, Chia-Yen (July 21, 2021). Intelligent Manufacturing and Data Science (智慧製造與數據科學). 主管課程, winbond (華邦電子), Taichung, Taiwan.
[124] Lee, Chia-Yen (June 9, 2021). Manufacturing Data Science and Industrial Practice (製造數據科學與產業實務). 美律實業股份有限公司 MERRY, Taichung, Taiwan.
[123] Lee, Chia-Yen (May 26, 2021). Data Science and Digital Transformation (數據科學與數位轉型). winbond (華邦電子), Taichung, Taiwan.
[122] Lee, Chia-Yen (May 1, 2021). 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 台灣人工智慧學校中部分校, Taichung, Taiwan.
[121] Lee, Chia-Yen (April 13, 2021). Nash Data Envelopment Analysis for Energy & Environment. 教師成果分享, College of Management, National Taiwan University, Taipei, Taiwan.
[120] Lee, Chia-Yen (March 31, 2021). Empirical Study and Challenges for Manufacturing Data Science (製造數據科學實證與挑戰). WIN Semiconductors (穩懋半導體), Taoyuan, Taiwan.
[119] Lee, Chia-Yen (March 27, 2021). 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
[118] Lee, Chia-Yen (March 24, 2021). Manufacturing Data Science (製造數據科學). Panasonic Taiwan Co.(台灣松下), Taipei, Taiwan.
[117] Lee, Chia-Yen (March 20, 2021). 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 台灣人工智慧學校南部分校, Tainan, Taiwan.
[116] Lee, Chia-Yen (March 19, 2021). Empirical Study and Challenges for Manufacturing Data Science (製造數據科學實證與挑戰). OSE Corp. (華泰電子股份有限公司), Kaohsiung, Taiwan.
[115] Lee, Chia-Yen (Feb. 5, 2021). 人工智慧的學習之路與未來展望. AI職能體驗營. Taiwan AI Academy 台灣人工智慧學校南部分校, Tainan, Taiwan.
[114] Lee, Chia-Yen (Dec. 14, 2020). Thinking like a Data Scientist (數據科學思考). Department of Industrial Management (工業管理系) , National Taiwan University of Science and Technology 國立台灣科技大學, Kaohsiung, Taiwan
[113] Lee, Chia-Yen (Dec. 9, 2020). 製造數據科學實務 (Practice of Manufacturing Data Science). Institute of Statistics 統計學研究所, National University of Kaohsiung 國立高雄大學, Kaohsiung, Taiwan
[112] Lee, Chia-Yen (Dec. 7, 2020). Beyond the Prediction (預測之外：跨越預測與決策間的鴻溝). Department of Managemnet Information Systems, National Chengchi University 政治大學資訊管理學系, Taipei, Taiwan
[111] Lee, Chia-Yen (Nov. 25, 2020). 應用生產線資料促進智慧製造與品質, 2020品質經理人協會年度研討會. , Hsinchu, Taiwan
[110] Lee, Chia-Yen (Nov. 16, 2020). Nash Data Envelopment Analysis for Energy & Environment. Department of Industrial Engineering and Management (工業工程與管理學系), National Chiao Tung University (國立交通大學), Hsinchu, Taiwan
[109] Lee, Chia-Yen (Nov. 14, 2020). Beyond the Prediction (預測之外：跨越預測與決策間的鴻溝). Taiwan AI Annual Meeting (台灣人工智慧年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan. (Slides)
[108] Lee, Chia-Yen (Nov. 13, 2020). Thinking Like a Data Scientist (數據科學思考與實證研究). Department of Information Management 資訊管理學系, National Taiwan University, Taipei, Taiwan.
[107] Lee, Chia-Yen (Oct. 20, 2020). Data Science and Research Methods (數據科學與研究方法). Department of Industrial Engineering and Management 工業工程與管理學系, National Taipei University of Technology 國立台北科技大學, Taipei, Taiwan.
[106] Lee, Chia-Yen (Oct. 16, 2020). Manufacturing Data Science: Challenges and Cases (製造數據科學：挑戰與個案). 109年度創新前瞻領導人才研習計畫, Industrial Development Bureau (IDB), Ministry of Economic Affairs 工業局智慧電子學院, Kaohsiung, Taiwan.
[105] Lee, Chia-Yen (Sept 25, 2020). Equipment Health Management and Prescriptive Analytics (設備健康管理與處方性決策). tsmc (台積電), Tainan, Taiwan.
[104] Lee, Chia-Yen (Sept 18, 2020). Data Science Projects and Empirical Studies (數據科學專案與實證). tsmc (台積電), Taichung, Taiwan.
[103] Lee, Chia-Yen (Sept 19, 2020). 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 台灣人工智慧學校南部分校, Tainan, Taiwan.
[102] Lee, Chia-Yen (Sept 4, 2020). Manufacturing Data Science and Systems Thinking (製造數據科學與系統思考). tsmc (台積電), Hsinchu, Taiwan.
[101] Lee, Chia-Yen (August 15, 2020). 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.
[100] Lee, Chia-Yen (July 28, 2020). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Lextar Electronics Corporation (隆達電子), Hsinchu, Taiwan.
[99] Lee, Chia-Yen (July 4, 2020). 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 台灣人工智慧學校南部分校, Tainan, Taiwan.
[98] Lee, Chia-Yen (June 16, 2020). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). 智慧電子學院- Siliconware Precision Industries Co. (矽品精密工業), Taichung, Taiwan.
[97] Lee, Chia-Yen (June 15, 2020). Data Science Research and Teaching Experience Sharing (數據科學研究與教學分享). College of Social Sciences, National Cheng Kung University, Tainan, Taiwan.
[96] Lee, Chia-Yen (May 28, 2020). Data Science and Research Methods (數據科學與研究方法). Department of Industrial Engineering and Enterprise Information (工業工程與經營資訊學系), Tunghai University (東海大學), Taichung, Taiwan.
[95] Lee, Chia-Yen (May 23, 2020). Intelligent Manufacturing and Decision (智慧製造與決策). 智慧農牧產業創新研討會, Tunghai University (東海大學), Taichung, Taiwan.
[94] Lee, Chia-Yen (May 16, 2020). 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遠距教學(distance learning due to COVID-19), Taichung, Taiwan.
[93] Lee, Chia-Yen (Apr. 11, 2020). 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 台灣人工智慧學校南部分校遠距教學(distance learning due to COVID-19), Tainan, Taiwan.
[92] Lee, Chia-Yen (Mar. 21, 2020). 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遠距教學(distance learning due to COVID-19), Taipei, Taiwan.
[91] Lee, Chia-Yen (Mar. 16, 2020). 人工智慧與資料科學應用. 成功高中, Taipei, Taiwan.
[90] Lee, Chia-Yen (Feb. 6, 2020). AI in Manufacturing (人工智慧在製造業). 鳳凰科技教師研習營，國立成功大學電機系, Tainan, Taiwan.
[89] Lee, Chia-Yen (Jan. 4, 2020). 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.
[88] Lee, Chia-Yen (Dec. 28, 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, 智慧製造專班, Hsinchu, Taiwan.
[87] Lee, Chia-Yen (Dec. 23, 2019). Industrial Operations Research and Optimization (工業OR與最佳化), 工業3.5講師基礎培訓班- 高雄場, 科技部人工智慧製造系統(AIMS)研究中心, Kaohsiung, Taiwan.
[86] Lee, Chia-Yen (Dec. 20, 2019). Practice of Manufacturing Data Science (製造數據科學實務). ASEKH 2019 IT & CIM & IE Tech Forum (5G新時代/ AI愛/ 智慧製造大未來), ASE Group, Kaohsiung, Taiwan.
[85] Lee, Chia-Yen (Dec. 15, 2019). Systematic Thinking and Industrial Operations Research (系統思考與工業作業研究). FCU Data Science Lecture Hall (逢甲資料科學大講堂), Feng Chia University逢甲大學, Taichung, Taiwan.
[84] Lee, Chia-Yen (Dec. 11, 2019). Nash Data Envelopment Analysis for Energy and Environment (納許數據包落分析於能源與環境議題). Institute of Industrial Engineering and Engineering Management (工業工程與工程管理所), National Tsing Hua University (國立清華大學), Hsinchu, Taiwan.
[83] Lee, Chia-Yen (Dec. 4, 2019). Artificial Intelligence and Automation in Manufacturing Industry (人工智慧與製造業自動化). Department of Industrial Engineering and Management (工業工程與管理系), National Kaohsiung University of Science and Technology (國立高雄科技大學), Kaohsiung, Taiwan.
[82] Lee, Chia-Yen (Dec. 4, 2019). Graduate Thinks Like a Data Scientist (研究生與數據科學思考術). Institute of Industrial Engineering and Management (工業工程與管理系), National Kaohsiung University of Science and Technology (國立高雄科技大學), Kaohsiung, Taiwan.
[81] Lee, Chia-Yen (Nov. 21, 2019). Beyond the Prediction of Data Science: A Practical Aspect. AI and Data Science One Day Workshop. Department of Statistics, National Cheng Kung University, Tainan, Taiwan.
[80] Lee, Chia-Yen (Nov. 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 台灣人工智慧學校高雄分校, Kaohsiung, Taiwan.
[79] Lee, Chia-Yen (Nov. 10, 2019). 實證研究經驗分享. 生管與作管的實證研究. 科技部人文司管理二學門專題研究計畫成果發表會.
[78] Lee, Chia-Yen (Oct. 29, 2019). 人工智慧與資料科學應用. 新竹高中, Hsinchu, Taiwan.
[77] Lee, Chia-Yen (Oct. 19, 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.
[76] Lee, Chia-Yen (Oct. 16, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). AUO Engineering College 友達工學院, AUO 友達光電, Tainan, Taiwan.
[75] Lee, Chia-Yen (Oct. 3, 2019). A Lively Educational Environment Starts with Teaching Assistants (TAs) (活潑的教育環境從TA開始). NCKU Center for Teaching and Learning Development (成功大學教學發展中心), National Cheng Kung University, Tainan, Taiwan.
[74] Lee, Chia-Yen (Sept. 20, 2019). Practice of Manufacturing Data Science (製造數據科學實務). Department of Industrial Management & Institute of Industrial Engineering and Management (工業管理系), National Formosa University (國立虎尾科技大學), Yunlin, Taiwan.
[73] Lee, Chia-Yen (Aug. 12, 2019). Feature Selection and Empirical Study (特徵萃取與實務案例分析). 大江生醫TCI Co., Taiwan.
[72] Lee, Chia-Yen (Aug. 10, 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.
[71] 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.
[70] 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.
[69] Lee, Chia-Yen (May 23, 2019). Data Science for Delamination Diagnosis in Semiconductor Manufacturing (數據科學於半導體脫層診斷). Department of Statistics, National Cheng Kung University, Tainan, Taiwan.
[68] Lee, Chia-Yen (May 23, 2019). Data Envelopment Analysis & Energy Efficiency (數據包絡分析與能源效率). Department of Economics, National Cheng Kung University, Tainan, Taiwan.
[67] Lee, Chia-Yen (May 15, 2019). Think Like a Data Scientist (數據科學思考術). Department of Industrial Engineering & Management, National Quemoy University (國立金門大學), Kinmen, Taiwan.
[66] 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.
[65] Lee, Chia-Yen (Apr. 20, 2019). Data Science in Manufacturing: Process Diagnosis and Quality Prediction in Semiconductor Manufacturing Fab (制造数据科学: 半导体厂制程诊断与质量预测). 同济大学第四屆电子与信息工程学院国际青年学者论坛, 同济大学 Tongji University, Shanghai, China.
[64] 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.
[63] Lee, Chia-Yen (Apr. 10, 2019). Data Science in Manufacturing: Process Diagnosis and Quality Prediction in Semiconductor Manufacturing Fab (製造數據科學：半導體廠製程診斷與品質預測). Dept. of Chemical Engineering and Biotechnology & Institute of Chemical Engineering (化學工程與生物科技系及化學工程研究所), National Taipei University of Technology 國立台北科技大學, Taipei, Taiwan.
[62] 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.
[61] Lee, Chia-Yen (Mar. 11, 2019). Data Science in Manufacturing: Process Diagnosis and Quality Prediction in Semiconductor Manufacturing Fab (製造數據科學：半導體廠製程診斷與品質預測). Dept. of Mathematical Sciences (政治大學應用數學系), National Chengchi University, Taipei, Taiwan.
[60] Lee, Chia-Yen (Mar. 9, 2019). Practice of Manufacturing Data Science (製造數據科學實務). LCY AI School (李長榮人工智慧學校), LCY Group (李長榮化工), Kaohsiung, Taiwan.
[59] Lee, Chia-Yen (Jan 16, 2019). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). FCU Data Science Lecture Hall (逢甲資料科學大講堂), 台灣美光Micron Taiwan, Taichung, Taiwan.
[58] Lee, Chia-Yen (Dec. 18, 2018). Practice of Data Science in Manufacturing (製造數據科學實務). 華邦電子暨新唐科技2018高階主管講座，National Taipei University of Technology 集思北科大國際會議中心, Taipei, Taiwan.
[57] Lee, Chia-Yen (Dec. 16, 2018). Life and Intelligent Manufacturing (生活中的智慧製造). AI 嘉年華, 台灣大學, Taipei, Taiwan.
[56] Lee, Chia-Yen (Dec. 10, 2018) Nash Data Envelopment Analysis for Energy & Environment (納許數據包絡分析於能源與環境). The 4th Workshop on Frontier Modeling of Energy & Environment (FMEE) 第四屆能源環境前沿建模論壇, School of Economics and Management, China University of Petroleum (East China) 中國石油大學 (華東), Qingdao, China.
[55] Lee, Chia-Yen (Dec. 7, 2018). Data Science in Manufacturing (製造數據科學). 2018 Conference on Artificial Intelligence and Data Science Application (2018人工智慧與資料科學應用研討會 ), Soochow University 東吳大學，Taipei, Taiwan.
[54] 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.
[53] Lee, Chia-Yen (Nov. 8, 2018). Practice of Data Science in Manufacturing (製造數據科學實務)。2018智慧工廠論壇，新製造競賽，唯適者生存。Digitimes企劃新聞採訪，善用資料科學方法論 數據應用成為製造業轉型良藥，物聯網/工業4.0。 (Article) (News)
[52] Lee, Chia-Yen (Sept. 18, 2018). Practice of Data Science in Manufacturing (製造數據科學實務). 中央研究院尖端科技研習營(智慧製造), MOST and Academia Sinica 科技部與中央研究院, Taipei, Taiwan.
[51] Lee, Chia-Yen (Sept. 8, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan Semiconductor Manufacturing Company Fab14, 台灣積體電路股份有限公司 (tsmc), Tainan, Taiwan.
[50] Lee, Chia-Yen (Aug. 29, 2018). System Engineering Thinking and Data Science (系統與數據科學間的系統工程思考). Foxconn Technology Group 富士康鴻海科技集團, Shanxi, China.
[49] Lee, Chia-Yen (Aug. 29, 2018). Data Science Algorithm and It's Manufacturing Execution Applications (數據科學演算法與其製造執行應用). Foxconn Technology Group 富士康鴻海科技集團, Shanxi, China.
[48] Lee, Chia-Yen (Aug. 22, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). AUO Engineering College 友達工學院, AUO 友達光電, Taichung, Taiwan.
[47] Lee, Chia-Yen (July 9, 2018). Nash Equilibrium in Data Envelopment Analysis. Center for Energy & Environmental Policy Research (能源與環境政策研究中心), School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China. (News)
[46] Lee, Chia-Yen (June 22, 2018). Data Science in Manufacturing (製造數據科學). YongLin Education Foundation 永齡教育慈善基金會, National Taiwan University, Taiwan.
[45] Lee, Chia-Yen, Shao-Yen Hung (洪紹嚴), and Yung-Lun Lin (林永倫) (May 31, 2018). Data Science for Delamination Diagnosis and On-Line Prediction in the Semiconductor Assembly Process. Dept. of Industrial Engineering and Engineering Management. National Tsing Hua University 國立清華大學工業工程與工程管理學系, Hsinchu, Taiwan.
[44] Lee, Chia-Yen (May 24, 2018). Think Like a Data Scientist (像資料科學家一樣思考). Department of Industrial Management & Institute of Industrial Engineering and Management (工業管理系), National Formosa University (國立虎尾科技大學), Yunlin, Taiwan.
[43] Lee, Chia-Yen (May 05, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). FCU Data Science Lecture Hall (逢甲資料科學大講堂), 逢甲大學Feng Chia University, Taichung, Taiwan. (Slides)
[42] Lee, Chia-Yen (May 04, 2018). Data Science in Manufacturing (製造資料科學). Eternal Materials Co. 長興材料工業股份有限公司, Pingtung, Taiwan.
[41] Lee, Chia-Yen (Mar. 28, 2018). Manufacturing Data? Science?! 製造資料？科學？！Dept. of Industrial Engineering and Management. National Chiao Tung University 國立交通大學工業工程與管理系, Hsinchu, Taiwan
[40] Lee, Chia-Yen (Mar. 16, 2018). Data Envelopment Analysis for Cape-and-Trade and Marginal Abatement Costs (資料包絡分析法於碳交易與空氣汙染邊際減排成本). Dept. of Business Administration, National Taiwan University (國立台灣大學工商管理學系暨商學研究所), Taipei, Taiwan.
[39] Lee, Chia-Yen (Mar. 15, 2018). Think Like a Data Scientist (像資料科學家一樣思考). Dept. of Industrial Management (工業管理系), National Taiwan University of Science and Technology (國立台灣科技大學), Taipei, Taiwan.
[38] Lee, Chia-Yen (Feb. 06, 2018). Equipment Health Index (機台健康指標). 2018 Taiwan Dagstuhl Seminar- Modeling, Analysis, and Simulation to Empower Smart Production for Semiconductor Industry, Mabuville, Hsinchu, Taiwan.
[37] Lee, Chia-Yen (Dec. 01, 2017). Data Science in Manufacturing (製造資料科學). Chinese Institute of Industrial Engineers (CIIE) 中國工業工程學會, Tainan, Taiwan.
[36] Lee, Chia-Yen (Nov. 22, 2017). Data Science in Manufacturing (製造資料科學). Dept. of Industrial Management (工業管理系), National Pingtung University of Science and Technology (國立屏東科技大學), Pingtung, Taiwan.
[35] Lee, Chia-Yen (Nov. 20, 2017). Manufacturing Data? Science?! 製造資料？科學？！. 宏達國際電子(hTC), Taipei, Taiwan.
[34] Lee, Chia-Yen (Nov. 11, 2017). Manufacturing Data? Science?! 製造資料？科學？！. 2017 Data Science Annual Conference (2017台灣資料科學年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan.
[33] Lee, Chia-Yen (Oct. 19, 2017). Think Like a Data Scientist (像資料科學家一樣思考). Dept. of Financial and Computational Mathematics (財務與計算數學系), Providence University (靜宜大學), Taichung, Taiwan.
[32] Lee, Chia-Yen (Sept. 19, 2017). Machine Learning Complements Statistical Method (機器學習的浪潮下統計方法扮演的角色及定位). Keynote Speech in 7th Statistical Application Workshop (第七屆統計應用研討會), Taiwan Semiconductor Manufacturing Company (tsmc台灣積體電路股份有限公司), Hsinchu, Taiwan.
[31] Lee, Chia-Yen (Jun. 01, 2017). Data Science in Manufacturing (製造資料科學). Graduate Institute o Electrical Engineering (電機工程研究所), National Kaohsiung First University of Science and Technology (國立高雄第一科技大學), Kaohsiung, Taiwan.
[30] Lee, Chia-Yen(May 24, 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). NTU INFORMS, College of Management, National Taiwan University (國立台灣大學管理學院), Taipei, Taiwan.
[29] 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)
[28] Lee, Chia-Yen (Feb. 25, 2017). Data Science in Manufacturing (製造資料科學). Department of Engineering Science, National Cheng Kung Unicersity (國立成功大學工學院工程管理碩士在職專班與工程科學系), Tainan, Taiwan. 香港理工大學工業及系統工程學系參訪交流。
[27] 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) (Photo1) (Photo2)
[26] Lee, Chia-Yen (Jan. 24, 2017). Data Envelopment Analysis for Marginal Abatement Cost Estimation in PM2.5 Pollution Emission (資料包絡分析法於空氣汙染PM2.5之邊際減排成本分析). Dept. of Information Management and Finance, National Chiao Tung University (國立交通大學資訊管理與財務金融學系), Hsinchu, Taiwan.
[25] Lee, Chia-Yen (Nov. 24, 2016). Carbon Cap-and-Trade 碳交易. Dept. of Aeronautics and Astronautics. National Cheng Kung University 國立成功大學航空太空工程學系, Tainan, Taiwan. (能源科技概論 / Introduction to Energy Technology)
[24] Lee, Chia-Yen (Oct. 25, 2016). Data Science in Manufacturing (製造資料科學). College of Engineering, National Tsing Hua University (國立清華大學工學院), Hsinchu, Taiwan.
[23] Lee, Chia-Yen (Sept. 29, 2016). Data Science in Manufacturing (製造資料科學). Dept. of Computer Science and Information Engineering, National University of Tainan (國立台南大學資訊工程學系), Tainan, Taiwan. (Photo)
[22] Lee, Chia-Yen (July 26, 2016). A First Course in Manufacturing Data Science 製造資料科學的第一堂入門課. Taiwan Industry 4.0 台灣製造業轉型工業 4.0 研習會, TechOrange (科技報橘), Taipei, Taiwan.
[21] Lee, Chia-Yen (July 15, 2016). Data Science in Manufacturing (製造數據科學). School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China.
[20] Lee, Chia-Yen (July 12, 2016). Data Envelopment Analysis for Effectiveness Measure and Marginal Abatement Cost Estimation in the Power System Industry (數據包絡分析法於電力系統有效性及邊際減排成本分析). Center for Energy & Environmental Policy Research (能源與環境政策研究中心), Beijing Institute of Technology (北京理工大學), Beijing, China.(News)
[19] Lee, Chia-Yen (May 20, 2016). Think Like a Data Scientist 資料科學思考術. Taipei Municipal Daan Vocational High School. 臺北市立大安高級工業職業學校, Taipei, Taiwan.
[18] Lee, Chia-Yen (May. 12, 2016). Directional Marginal Abatement Cost of Air Pollutants in the Coal-Fired Power Industry (燃煤電廠污染排放物之方向性邊際減排成本). The 2nd Workshop on Frontier Modeling of Energy & Environment (FMEE) 第二屆能源環境前沿建模論壇, College of Economics and Management, Nanjing University of Aeronautics and Astronautics (NUAA) 南京航空航天大學, Jiangsu, China. (Agenda) (Slide) (Photo)
[17] Lee, Chia-Yen (May. 5, 2016). Logical Thinking for Graduates 研究生思考的技術. Institute of Project Management (專案管理研究所). National Chin-Yi University of Technology 國立勤益科技大學, Taichung, Taiwan.
[16] Lee, Chia-Yen (Apr. 9, 2016). Data Science in Manufacturing (製造資料科學). Dept. of Industrial Engineering Management (工業工程與管理系). National Kaohsiung University of Applied Sciences (國立高雄應用科技大學), Kaohsiung, Taiwan. (Photo1, Photo2)
[15] Lee, Chia-Yen (Jan. 29, 2016). Data Science in Manufacturing (製造資料科學). 2016 Teacher Camp of Phenix Technology (成大鳳凰科技教師研習營). College of Electrical Engineering and Computer Science, National Cheng Kung University, Tainan, Taiwan.
[14] Lee, Chia-Yen and Shao-Yen Hung (洪紹嚴) (Nov. 6, 2015).Creative Thinking 創意思考與學習的技術. Dept. of Business Administration, Asia University 亞洲大學, Taichung, Taiwan. (Photo1, Photo2)
[13] Lee, Chia-Yen (Nov. 2, 2015). Data Mining Foundations 資料探勘基石, 群創光電 Innolux Corp., Tainan City, Taiwan.
[12] Lee, Chia-Yen (Apr. 29, 2015). Intelligent Semiconductor Manufacturing Systems 智慧型半導體製造系統. Dept. of Industrial Engineering and Management, Cheng Shiu University 正修科技大學, Kaohsiung, Taiwan. (Photo)
[11] Lee, Chia-Yen (Apr. 4, 2015). An Introduction to Stochastic Nonparametric Envelopment of Data (ED) 隨機無母數效率前緣. 2015 Workshop on Data Envelopment Analysis for Energy & Environmental Modeling. College of Economics and Management, Nanjing University of Aeronautics and Astronautics 南京航空航天大學, Jiangsu, China. (Photo) (Slide) (News)
[10] Lee, Chia-Yen (Mar. 13, 2015). Semiconductor Manufacturing Intelligence and Advanced Manufacturing System 半導體製造智慧與先進製造系統. Innolux Corporation 群創光電, Tainan, Taiwan.
[9] Lee, Chia-Yen (Feb. 9, 2015). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial and Information Management. National Cheng Kung University 國立成功大學工業與資訊管理學系, Tainan City, Taiwan. (Slide)
[8] Lee, Chia-Yen (Nov. 25, 2014). Manufacturing Data Mining and Production System Optimization 製造業資料探勘獲利模式與生產系統最佳化. Dept. of Management Information Systems, National Chengchi 政治大學資訊管理學系, Taipei, Taiwan. (商業資料分析：R運算 / R Computing for Business Data Analytics)
[7] Lee, Chia-Yen (Nov. 20, 2014). Carbon Cap-and-Trade 碳交易. Dept. of Aeronautics and Astronautics. National Cheng Kung University 國立成功大學航空太空工程學系, Tainan, Taiwan. (能源科技概論 / Introduction to Energy Technology)
[6] Lee, Chia-Yen (Oct. 22, 2014). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial Engineering and Engineering Management. National Tsing Hua University 國立清華大學工業工程與工程管理學系, Hsinchu, Taiwan.
[5] Lee, Chia-Yen (May 28, 2014). Manufacturing Intelligence: Applications and Development 製造智慧之技術應用與發展趨勢. Institute of Industrial Engineering. National Taiwan University 國立台灣大學工業工程研究所, Taipei, Taiwan.
[4] Lee, Chia-Yen (Apr. 18, 2014). Manufacturing Data Mining and Production System Optimization 製造業資料探勘獲利模式與生產系統最佳化. Dept. of Mechanical and Automation Engineering, I-Shou University 義守大學機械與自動化工程系, Taiwan. 智慧化工具機產業設備人才培育計畫. (Photo)
[3] Lee, Chia-Yen (Apr. 9, 2014). Manufacturing Intelligence: Applications and Development 製造智慧之技術應用與發展趨勢. Industrial Technology Research Institute 工業技術研究院南分院雲端服務中心, Tainan City, Taiwan.
[2] Lee, Chia-Yen (Feb. 24, 2014). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial Engineering and Management. National Chiao Tung University 國立交通大學工業工程與管理系, Hsinchu, Taiwan. (Photo)
[1] Lee, Chia-Yen (May 8, 2013). Intelligent Manufacturing Systems in Semiconductor Manufacturing 智慧型半導體製造系統. Dept. of Mechanical Engineering, Kun Shan University 崑山科技大學機械工程學系, Taiwan. 智慧化工具機產業設備人才培育計畫.
