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.

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

 

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.

Foundations of Computer Vision

Antonio Torralba, Phillip Isola, and William Freeman, Foundations of Computer Vision, The MIT Press, 2024.

作者是三位 MIT 的教授。如果你想了解電腦視覺 (Computer vision) 相關研究，甚至機器學習、研究方法，大力推荐。我有空就翻一下，增加對整個領域的了解，每次都有驚喜，很神奇的書。例如

工業系作業研究學科競賽

2024 評審結語

• 楊素霞學姐：
• You did a wonderful job. 
• How to solve a practical problem and its formulation. 
• Clear conclusions so that non-technical persons or bosses could understand. 
• OR is widely used in every domain and aspect of industry. 
• 謝建新學長：
• OR is the core competence of IE. 
• Know how to use AI tools. 

李竺芯與舊愛新歡

【將進酒】- 李白

Think Like an Amateur, Do As an Expert

作者：金出武雄，譯者：鄭舜瓏，像外行一樣思考，像專家一樣實踐：成功解決問題的高階技術，遠流

Jitendra S. Mudhol, Think Like an Amateur, Do As an Expert: Lessons from a Career in Computer Vision, CollaMeta, May 17, 2019. (video)