讀書寫作: 6月 2025

6/30/2025

Some books and information on machine learning and AI

General introduction (without math)

簡禎富，工業 3.5 ：台灣企業邁向智慧製造與數位決策的戰略，天下雜誌，2019
Alex J. Gutman and Jordan Goldmeier, Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning, Wiley, 2021.

Business Analytics Laboratory (商業分析實驗室)

(News) 國科會114年度【公平最佳決策樹和其應用】計畫通過

(News) 恭喜庭煜 (Angus)，順利完成論文口試 (實驗室有外籍生，自動使用全英)

(News) 恭喜豐安和苑馳，工業系設施規劃學科競賽特優

(News) 恭喜豐安，工業系作業研究學科競賽優等

(News) 庭煜 (Angus) will continue his PhD study in 2025 Fall.

(News) 恭喜寶樟，推甄上台大工業工程學研究所

If you are interested in operations research, machine learning, data science, and its real-world applications (in supply chain, business, smart manufacturing, etc.), please email me your resume and transcript to schedule a meeting or online chat. Please refer to this blog for more details about your resume.

Key infor: Guides for students, Tips for the final project and your thesis
Meeting: Group meeting, Meeting schedule
Further infor: Optimization, Machine learning and AI

看不見的國家 (Invisible Nation)

𝟔.𝟏𝟑《看不見的國家》Invisible Nation 正式預告｜𝟔.𝟏𝟑 全國上映

中原隨筆 (My days at CYCU)

在台南住了20幾年，因為種種因素，來到中原大學任教。懷念台南的好天氣、上下班不太塞車、和美食。秉持共好的精神，紀錄我在中原的所見所聞。

商業分析實驗室 (Business Analytics Laboratory)：指引 (Guides)，論文報告 (Group meeting)
翻轉教室 (Flipped classroom)：工業系許某教授，什麼是『大學生』
Feel stressed (壓力山大) about your graduate studies?，快樂和健康地活著，壓力管理
工業系必修 (應用和產業知識)：微積分 (計算螺絲的體積)，機率與統計，電路和電子學，線性代數，作業研究 (含最佳化)，學習數學的四個層次，首頁右側的標籤有更多的資訊

作業研究：學科競賽，期末報告，到高中的介紹 (提問)，最差和最佳的應用場景，進一步的資訊
Some books and information on machine learning and AI
AI 時代的數學基礎：微積分，機率與統計，線性代數，作業研究 (含最佳化)。
暑期實習 (new)

學習：學習動力與方向 (1, 2)，態度與方法，聽不懂演講時怎麼辦，上台報告的方法與建議，專題和論文的製作與報告 (tips for the final project and your thesis)，國科會大專學生研究計畫，如何準備研究所，預備研究生 (4 + 1) (包含資料科學相關研究所和職涯準備)

機器學習和作業研究的奇妙結合 (最後一頁：天賦或努力 )

李芳齡譯，心態致勝：全新成功心理學 (Carol S. Dweck, Mindset: The New Psychology of Success)

世界經濟論壇 2025 年未來就業報告

World Economic Forum, The Future of Jobs Report 2025, 7 January 2025.

Technological change, geoeconomic fragmentation, economic uncertainty, demographic shifts and the green transition – individually and in combination are among the major drivers expected to shape and transform the global labour market by 2030. The Future of Jobs Report 2025 brings together the perspective of over 1,000 leading global employers—collectively representing more than 14 million workers across 22 industry clusters and 55 economies from around the world—to examine how these macrotrends impact jobs and skills, and the workforce transformation strategies employers plan to embark on in response, across the 2025 to 2030 timeframe.

張國鈞、張曉琪、張艾琦，2025年WEF未來工作報告，國科會科技發展觀測平台，2025/04/22

Guides for students in Business Analytics Laboratory (商業分析實驗室學生指引)

Knowledge to master for a better foundation (and future)

Tools and general:

Antonio Torralba, Phillip Isola, and William Freeman, Foundations of Computer Vision, The MIT Press, 2024. (On Research, Writing and Speaking) (new)
Takeo Kanade, Think Like an Amateur, Do As an Expert (new)
AI in education: Geoffrey Hinton’s and Yann LeCun’s vision of the future, The Buzz Business, 2023.

The role of AI in education extends to fostering creativity and critical thinking.
Another significant impact of AI in education is its potential to democratize access to quality learning.