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)

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)
•  Dr 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.

工業系作業研究學科競賽

YouTube 每 24 小時，只能上傳 10 部影片。同學的影片需要分數天上傳，請耐心等後。明年，我們會改善此流程。

YouTube 人氣獎

• 助教：朱旻為 (Willy) (email: homework7915 at Gmail)
• 第一階段上傳期限：5/19 ~ 5/22 (11 pm)
• 請各組上傳影片到雲端：“OR學科競賽/OR學科競賽-影片”
• 資格：所有組別
• 上傳格式: 113-OR學科競賽-X班-題目.mp4
• 例如： 113-OR學科競賽-丙班-啟發式演算法解單機排程.mp4
• 內容：
• 需在開場介紹班級、指導教授、組別、組員、姓名...等資訊。
• 以學校和系上的名義發表，請同學注意影片的適合性，例如專業、尊重智慧財產權、避免不當或歧視的言語或行為。

Reinforcement learning is enough to reach general AI

David Silver, Satinder Singh, Doina Precup, and Richard S. Sutton, Reward is enough, Artificial Intelligence, Volume 299, October 2021, 103535.

In this article we hypothesise that intelligence, and its associated abilities, can be understood as subserving the maximisation of reward. Accordingly, reward is enough to drive behaviour that exhibits abilities studied in natural and artificial intelligence, including knowledge, learning, perception, social intelligence, language, generalisation and imitation. This is in contrast to the view that specialised problem formulations are needed for each ability, based on other signals or objectives. Furthermore, we suggest that agents that learn through trial and error experience to maximise reward could learn behaviour that exhibits most if not all of these abilities, and therefore that powerful reinforcement learning agents could constitute a solution to artificial general intelligence.

Business Analytics Laboratory (商業分析實驗室)

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

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. (Guides for students,   tips for the final project and your thesis,  group meeting,  meeting schedule)