Wykład 12
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@ -260,8 +260,8 @@
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"source": [
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"source": [
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"$$ f(x_1, x_2) = \\max(x_1 + x_2) \\hskip{12em} \\\\\n",
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"$$ f(x_1, x_2) = \\max(x_1, x_2) \\hskip{12em} \\\\\n",
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"\\to \\qquad \\frac{\\partial f}{\\partial x_1} = \\mathbb{1}_{x \\geq y}, \\quad \\frac{\\partial f}{\\partial x_2} = \\mathbb{1}_{y \\geq x}, \\quad \\nabla f = (\\mathbb{1}_{x \\geq y}, \\mathbb{1}_{y \\geq x}) $$ "
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"\\to \\qquad \\frac{\\partial f}{\\partial x_1} = \\mathbb{1}_{x_1 \\geq x_2}, \\quad \\frac{\\partial f}{\\partial x_2} = \\mathbb{1}_{x_2 \\geq x_1}, \\quad \\nabla f = (\\mathbb{1}_{x_1 \\geq x_2}, \\mathbb{1}_{x_2 \\geq x_1}) $$ "
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@ -1085,9 +1085,9 @@
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"source": [
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"source": [
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"model = keras.Sequential()\n",
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"model = keras.Sequential()\n",
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"model.add(Dense(512, activation=\"relu\", input_shape=(784,)))\n",
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"model.add(Dense(512, activation=\"relu\", input_shape=(784,)))\n",
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"# model.add(Dropout(0.2))\n",
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"model.add(Dropout(0.2))\n",
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"model.add(Dense(512, activation=\"relu\"))\n",
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"model.add(Dense(512, activation=\"relu\"))\n",
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"# model.add(Dropout(0.2))\n",
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"model.add(Dropout(0.2))\n",
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"model.add(Dense(num_classes, activation=\"softmax\"))\n",
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"model.add(Dense(num_classes, activation=\"softmax\"))\n",
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"model.summary()"
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"model.summary()"
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