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Add learning curve example
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33
tikz/learn-curve-ml/Makefile
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33
tikz/learn-curve-ml/Makefile
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SOURCE = learn-curve-ml
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DELAY = 80
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DENSITY = 300
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WIDTH = 512
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make:
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pdflatex $(SOURCE).tex -output-format=pdf
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make clean
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clean:
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rm -rf $(TARGET) *.class *.html *.log *.aux *.data *.gnuplot
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gif:
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pdfcrop $(SOURCE).pdf
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convert -verbose -delay $(DELAY) -loop 0 -density $(DENSITY) $(SOURCE)-crop.pdf $(SOURCE).gif
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make clean
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png:
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make
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make svg
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inkscape $(SOURCE).svg -w $(WIDTH) --export-png=$(SOURCE).png
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transparentGif:
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convert $(SOURCE).pdf -transparent white result.gif
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make clean
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svg:
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#inkscape $(SOURCE).pdf --export-plain-svg=$(SOURCE).svg
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pdf2svg $(SOURCE).pdf $(SOURCE).svg
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# Necessary, as pdf2svg does not always create valid svgs:
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inkscape $(SOURCE).svg --export-width=$(WIDTH) --export-plain-svg=$(SOURCE)1.svg
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rsvg-convert -a -w 720 -f svg $(SOURCE)1.svg -o $(SOURCE).svg
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rm $(SOURCE)1.svg
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3
tikz/learn-curve-ml/README.md
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3
tikz/learn-curve-ml/README.md
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Compiled example
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----------------
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BIN
tikz/learn-curve-ml/learn-curve-ml.png
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tikz/learn-curve-ml/learn-curve-ml.png
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44
tikz/learn-curve-ml/learn-curve-ml.tex
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tikz/learn-curve-ml/learn-curve-ml.tex
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\documentclass{standalone}
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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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\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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% \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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\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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