Rosenblatt 1958 Perceptron Perceptron Minsky Papert 1967 Perceptron
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深度學習發展史 �Rosenblatt, 1958, Perceptron
Perceptron 的限制 �Minsky & Papert, 1967, 證明 Perceptron 無法解決 XOR 的問題
類神經網路(Artifical Neural Network) �Werbos, 1975, multi-layer neural network �Rumelhart &Mc. Clelland , 1986, 電腦模擬 �G. Cybenko, 1989, Universal approximation theorem � 類神經網路被應用在影像辨識
Deep Learning
詞嵌入的計算方法 �Collobert& Bengio, 2011 �訓練時間 49 天 �Mikolov, 2013, Word 2 vec �訓練時間 1~2 天
詞嵌入的類推性質 語法具類推 (analogy)的性質 語義具類推 (analogy)的性質 clothing apples apple shirt cars furniture car families chair family
Recursive Deep Model
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