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Machine Learning 已發展半世紀之久,下述紀錄大師對於Machine Learning 的定義:

 

Tom M. Mitchell

Tom M. Mitchell 針對 Machine Learning 有下述的定義:

[1] 是寫在Tom自己出版的書上,第一章第二頁,何謂學習?

[1] Definition: A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E.

電腦程式從針對某個任務T的經驗E學習並且以P進行評估,並且能增加P的效率改善經驗E。

Reference [1]: Machine Learning, Tom Mitchell, McGraw Hill, 1997.

 

 

[2] 則是此書在網路上的公開網頁:

[2] Machine Learning is the study of computer algorithms that improve automatically through experience.

機器學習是能自動透過經驗改善的電腦演算法之研究

Reference [2]: http://www.cs.cmu.edu/~tom/mlbook.html

 

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