AI 黑话大全

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– Ground truth
In machine learning, the term “ground truth” refers to the accuracy of the training set’s classification for supervised learning techniques. This is used in statistical models to prove or disprove research hypotheses. The term “ground truthing” refers to the process of gathering the proper objective (provable) data for this test. Compare with gold standard.
Ground:地基、地板。意思就是地板上的真相,基础事实。注意这个词用在监督学习上的,只有监督学习有 Ground Truth。意思是给机器训练用的标定数据的准确率。在朴素贝叶斯方法训练垃圾邮件分类的任务中,人工标注的结果就是一个 ground truth。对比的名词是 Gold standard,统计学上意思是在合理条件(人类可实现)下能够达到的最好结果。(等于废话,什么都没说。这个最好结果跟正无穷一样,是一个理论值)。
– 残差
– Batch normal
– 激活函数
– 泛化能力 Generalization ability

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