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 zcmV-MBDvl6wF8K<1F)Yz4)8M=^Vb6a016fW02Kg}&)FA$?O1JZ+cpsXK4AZW(AOcg zEZK@9#3|YgEe3R1kfc9=rf6FjMG_?A*!%T+PLyoVeSur-L*2vyELyyK?(Vr4MZA2y zZWLQd=WC;<$?#R0FsX&9YQ2~yA0OVGO%mn<*A-Vr%W1NaK6!oh>o1qK^r~Xe*1qJ^ zWEp}j2LmsEma^ggm9bJ|Z*E+}1Ae;2pmO{PsErzAX<7^#UhAaOcgN_P`MehLcOxDf zsY3*DQt<%K{j#>cN3+MEStmVUTJ8V1bcM*oy{hQy?Sqq&R(kc`*?W8I+U=Xwtz&fs zz7nQ+16qp2VKyd{ z;scjTdN$fpPV#Na_F3#fqLH1GUA#q6jPfkTn-7QC`T0S-!%>=FOuBfBJR23Q!1soW zgcwyAf+_XrwwU;#jMgD5Eg^NHEa}`fR{?&$vNsCiOO2e 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