From d2ad4dfb79b89073123d27800a4ba8abd4100736 Mon Sep 17 00:00:00 2001 From: bushuhui Date: Fri, 7 Jan 2022 16:14:15 +0800 Subject: [PATCH] Further fix Softmax + CE --- 5_nn/3-softmax_ce.ipynb | 10 +++++----- 5_nn/images/figures.pptx | Bin 56054 -> 55560 bytes 5_nn/images/softmax_neuron.png | Bin 56618 -> 51342 bytes 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/5_nn/3-softmax_ce.ipynb b/5_nn/3-softmax_ce.ipynb index f222841..8e5a1d1 100644 --- a/5_nn/3-softmax_ce.ipynb +++ b/5_nn/3-softmax_ce.ipynb @@ -78,12 +78,12 @@ "神经元的输出设为:\n", "\n", "$$\n", - "z_i = sigmoid( \\sum_{j} w_{ij} x_{j} + b )\n", + "z_i = \\sum_{j} w_{ij} x_{j} + w_b\n", "$$\n", "\n", - "其中$W_{ij}$是第$i$个神经元的第$j$个权重,$b$是偏置。$z_i$表示该网络的第$i$个输出。\n", + "其中$W_{ij}$是第$i$个神经元的第$j$个权重,$w_b$是偏置。$z_i$表示该网络的第$i$个输出。**请注意这里没有使用sigmoid等激活函数。**\n", "\n", - "给这个输出加上一个softmax函数,那就变成了这样:\n", + "给这个网络输出加上一个softmax函数,那就变成了这样:\n", "\n", "$$\n", "a_i = \\frac{e^{z_i}}{\\sum_k e^{z_k}}\n", @@ -211,7 +211,7 @@ "\n", "其中\n", "$$\n", - "z_i = \\sum_{j} w_{ij} x_{j} + b\n", + "z_i = \\sum_{j} w_{ij} x_{j} + w_b\n", "$$\n" ] }, @@ -219,7 +219,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "对于使用二次代价函数的更新方程为:\n", + "最为对比,使用二次代价函数的更新方程为:\n", "\n", "$$\n", "\\delta_i = a_i (1-a_i) (y_i - a_i)\n", diff --git a/5_nn/images/figures.pptx b/5_nn/images/figures.pptx index 3ef4dded61bf21eaf49afbc884c267b01b9bdbc3..a16b029a147968fc53538993156731a8ceabf53c 100644 GIT binary patch delta 8774 zcmZ8{V{|1-)MacN9ox3uF}maK*fu)2v3-+{ZQFLzv2&xFj%{<^d$ZPjGgCjR_Bng6 zv+A5x|8_kzLq{|~*X4?#U2zfIu0TUTAmKqk;6earK=^=j9ec-hUW^Y>qtC$E6^dqN zP!!b=!x{<;oSSY!kyt>9l|F$C7WMAx>%EUkvfYedp#GWE<`5*aUYF0sMLWJsmv6TN zj=ub%ZDHy7m1YKed1$#!cN#4j*;ckP)&cYiuD0xibwi@4x8MCKTWZT)g~{x4&)$L= zVGs*EG#lV|!{3jTdJR)YhaZE`{vE@4E^mlsu|#IpdMHE&r$q~%qeq#~U3fR1RHVe^ zQZUXM*AO%B4J|!#jiY(GbRtH2=bvqEp<_ec6-OuM!N4S~U-w%eAD`2;^US4cQ+L=N ztP*c%y(Ed&xyWWQo}oH|FJ)|$8cZg(n13B@oe=<{C;j#Kq}gWA%L;T;ibnwU9mkob 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