From 808e3a714b46345e2dd15c95df6a381ca0227d42 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Mon, 29 Oct 2018 09:48:21 +0800 Subject: [PATCH 001/144] Update ANN.0.7.md --- assets/src/ANN/ANN.0.7.md | 1 - 1 file changed, 1 deletion(-) diff --git a/assets/src/ANN/ANN.0.7.md b/assets/src/ANN/ANN.0.7.md index 8418b6b2..6a725c69 100644 --- a/assets/src/ANN/ANN.0.7.md +++ b/assets/src/ANN/ANN.0.7.md @@ -12,7 +12,6 @@ 如今的机器学习领域主要的研究工作在三个方面进行:1)面向任务的研究,研究和分析改进一组预定任务的执行性能的学习系统;2)认知模型,研究人类学习过程并进行计算模拟;3)理论的分析,从理论的层面探索可能的算法和独立的应用领域算法。 #### 卷积神经网络(Convolutional Neural Network) - 卷积神经网络(Convolutional Neural Network,CNN)是一种前馈神经网络,它的人工神经元可以响应一部分覆盖范围内的周围单元,对于大型图像处理有出色表现。 它包括卷积层(convolutional layer)和池化层(pooling layer)。 卷积神经网络是近年发展起来,并引起广泛重视的一种高效识别方法。20世纪60年代,Hubel和Wiesel在研究猫脑皮层中用于局部敏感和方向选择的神经元时发现其独特的网络结构可以有效地降低反馈神经网络的复杂性,继而提出了卷积神经网络(Convolutional Neural Networks-简称CNN)。现在,CNN已经成为众多科学领域的研究热点之一,特别是在模式分类领域,由于该网络避免了对图像的复杂前期预处理,可以直接输入原始图像,因而得到了更为广泛的应用。 K.Fukushima在1980年提出的新识别机是卷积神经网络的第一个实现网络。随后,更多的科研工作者对该网络进行了改进。其中,具有代表性的研究成果是Alexander和Taylor提出的“改进认知机”,该方法综合了各种改进方法的优点并避免了耗时的误差反向传播。 From 0919db48f767cada100fe4fd25698d492f5a5bbc Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Mon, 29 Oct 2018 09:48:37 +0800 Subject: [PATCH 002/144] Update ANN.0.7.md --- assets/src/ANN/ANN.0.7.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/ANN/ANN.0.7.md b/assets/src/ANN/ANN.0.7.md index 6a725c69..4f07eddd 100644 --- a/assets/src/ANN/ANN.0.7.md +++ b/assets/src/ANN/ANN.0.7.md @@ -21,7 +21,7 @@ CNN的基本结构包括两层,其一为特征提取层,每个神经元的 CNN主要用来识别位移、缩放及其他形式扭曲不变性的二维图形。由于CNN的特征检测层通过训练数据进行学习,所以在使用CNN时,避免了显式的特征抽取,而隐式地从训练数据中进行学习;再者由于同一特征映射面上的神经元权值相同,所以网络可以并行学习,这也是卷积网络相对于神经元彼此相连网络的一大优势。卷积神经网络以其局部权值共享的特殊结构在语音识别和图像处理方面有着独特的优越性,其布局更接近于实际的生物神经网络,权值共享降低了网络的复杂性,特别是多维输入向量的图像可以直接输入网络这一特点避免了特征提取和分类过程中数据重建的复杂度。
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