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@@ -0,0 +1,44 @@
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+\documentclass{standalone}
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+
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+\usepackage{pgfplots}
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+\usepackage{tikz}
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+\usetikzlibrary{positioning}
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+\usetikzlibrary{decorations.text}
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+\usetikzlibrary{decorations.pathmorphing}
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+
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+\begin{document}
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+\begin{tikzpicture}
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+ \begin{axis}[
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+ legend pos=north east,
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+ axis x line=middle,
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+ axis y line=middle,
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+ grid = major,
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+ width=14cm,
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+ height=8cm,
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+ grid style={dashed, white}, % gray!30
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+ xmin=0, % start the diagram at this x-coordinate
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+ xmax= 104, % end the diagram at this x-coordinate
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+ ymin= 0, % start the diagram at this y-coordinate
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+ ymax= 0.79, % end the diagram at this y-coordinate
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+ axis background/.style={fill=white},
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+ xlabel=Training samples,
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+ ylabel=Error,
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+ tick align=outside,
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+ minor tick num=-3,
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+ tension=0.08]
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+ \addplot[domain=1:100, red, thick,samples=200,dashed] {1/(x+2)+0.4};
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+ \addplot[domain=1:100, green, thick,samples=200] {0.4-(1/(x+2))};
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+
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+ % \draw[dashed,thick] (axis cs:0,0.4) -- (axis cs:110,0.4);
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+ \draw[dashed,thick] (axis cs:0,0.2) -- (axis cs:110,0.2);
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+ \draw[thick,<->] (axis cs:80,0.2) -- (axis cs:80,0.3878);
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+ \draw[thick,<->] (axis cs:20,0.3545) -- (axis cs:20,0.4454);
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+ \draw[decoration={text along path, text={desired}, text align={center}}, decorate] (axis cs:20,0.21) -- (axis cs:50,0.21);
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+ \draw[decoration={text along path, text={bias}, text align={center}}, decorate] (axis cs:80,0.28) -- (axis cs:90,0.28);
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+ \draw[decoration={text along path, text={variance}, text align={center}}, decorate] (axis cs:0,0.39) -- (axis cs:20,0.39);
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+
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+ \addlegendentry{Validation}
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+ \addlegendentry{Training}
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+ \end{axis}
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+\end{tikzpicture}
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+\end{document}
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