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3/09/2026
資料科學相關研究所和職涯準備
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基礎知識:工業系 必修 課程 資料科學 :領域知識 (智慧製造 , 量化投資,行銷等等) , 數學 ,資訊科技 如果不會 寫 for loop 和 function: 自學 Python ( 每一講 有 作業 ) 很棒的免費課程 : CS50's Introduc...
2/25/2024
Customer Choice Models vs. Machine Learning
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Jacob Feldman, Dennis J. Zhang, Xiaofei Liu, and Nannan Zhang (2021) Customer Choice Models vs. Machine Learning: Finding Optimal Product Di...
5/09/2023
Optimization in Online Content Recommendation Services
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Omar Besbes, Yonatan Gur, Assaf Zeevi, Optimization in Online Content Recommendation Services: Beyond Click-Through Rates , 18(1), pp. 15–33...
7/12/2022
Machine learning and statistical testing at vantagescore
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Kimberly Adams, How one credit scoring company is thinking about financial inclusion , Marketplace Tech, JULY 8, 2022. ( more around July 2...
7/08/2022
作業研究的持續改善
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下學年要教我喜歡的作業研究。依照往例,再一次更新 之前的版本 。 第一學期,考慮確定的環境和有限資源下,使用最佳化 (optimization),以最大化 (例如利潤) 或最小化目標 (例如成本)。第二學期,準備教不確定性環境下,如何分析、最佳化和做決策 (控制)。
6/19/2022
Online Network Revenue Management Using Thompson Sampling
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Kris Johnson Ferreira, David Simchi-Levi, and He Wang. (2018). “ Online network revenue management using Thompson sampling .” Operations Res...
6/06/2022
為什麼工 (資) 管的課程看起來很雜?
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(2022) 因為橫跨兩個學院 (工和商),工業系龐雜的內容,和資管系一樣,所以修改一下標題。其實,我的部落格如何選填大學志願,就是以 四個專業和李國鼎的話 (第 17 頁),說明這兩個系的重要性。 (2014) 常常聽到學生有這樣的疑惑,我試著以 營收管理 說明之;針對固定 ...
2/21/2022
7 real-world applications of reinforcement learning
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Joy Zhang, 7 real-world applications of reinforcement learning , gocoder, February 17, 2022 1. Autonomous driving with Wayve 2. Personalizi...
11/03/2021
台積電的訂價策略
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陳良榕 , 台積電怎麼贏? , 天下雜誌 609 期 , 2016-10-25
11/02/2021
經營人的學習與成長
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張忠謀, 經營人的學習與成長 ,台灣玉山科技協會20周年慶祝大會暨論壇-晚宴,10月26日
10/03/2021
經營人的學習與成長
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張忠謀, 經營人的學習與成長 ,台灣玉山科技協會20周年慶祝大會暨論壇-晚宴,2021年10月26日
7/04/2021
Optimization modelling: A practical approach
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Ruhul Amin Sarker and Charles S. Newton, Optimization modelling: A practical approach , CRC Press, 2007. Although a useful and important to...
6/21/2021
Revenue Management and Pricing Analytics
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Guillermo Gallego and Huseyin Topaloglu, Revenue Management and Pricing Analytics , Springer, 2019. The book is divided into three parts: tr...
5/09/2021
Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typical Data Challenges
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Duncan Simester, Artem Timoshenko, and Spyros I. Zoumpoulis, Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typi...
5/01/2021
Efficient Large-Scale Internet Media Selection Optimization for Online Display Advertising
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Courtney Paulson, Lan Luo, and Gareth M. James, “ Efficient Large-ScaleInternet Media Selection Optimization for Online Display Advertising ...
4/14/2021
Dataflow-as-a-Service of SambaNova
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Inside AI, 2021/4/14 SambaNova, a developer of AI hardware and software systems, raised $676M in financing that values the startup at over $...
4/13/2021
Charting a business course for reinforcement learning
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Jacomo Corbo, Oliver Fleming, and Nicolas Hohn, It’s time for businesses to chart a course for reinforcement learning , McKinsey , April 1, ...
4/08/2021
Feedback Control in Programmatic Advertising
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N. Karlsson, Feedback Control in Programmatic Advertising: The Frontier of Optimization in Real-Time Bidding , IEEE Control Systems Magazin...
4/03/2021
How we use AutoML, Multi-task learning and Multi-tower models for Pinterest Ads
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Ernest Wang, How we use AutoML, Multi-task learning and Multi-tower models for Pinterest Ads , Aug 20, 2020. People come to Pinterest in an ...
3/13/2021
咖啡廳裡親子的對話
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有一天,在咖啡廳裡工作,聽到隔壁一對父母在教小孩。 大概的情況是,小孩子的作業訂正有問題,媽媽非常地生氣,期間也說明別人是如何如何,為什麼你都做不好?小孩子低聲啜泣,對媽媽的話,也不太敢反駁。爸爸則是說,我們不是和乞丐比較,唸書是要幫你找到好工作 、 賺錢 。後來,我和小孩剛好...
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