add machine learning

2019-07-08 19:18:31 +00:00 · 2019-07-08 19:18:31 +00:00 · ce5468f60e
parent e4747239fe
commit ce5468f60e
14 changed files with 1155 additions and 0 deletions
--- a/.gitignore
+++ b/.gitignore
@ -1,11 +1,15 @@
 # LaTeX build files
 *.aux
 *.bbl
 *.bcf
 *.blg
 *.eps
 *.fdb_latexmk
 *.fls
 *.log
 *.nav
 *.out
 *.run.xml
 *.snm
 *.toc
--- a/index.html
+++ b/index.html
@ -20,6 +20,7 @@
      <tr><td>✓</td><td><a href="revealjs/information-technology/">information technology</a></td></tr>
      <tr><td>✓</td><td><a href="revealjs/laser/">Laser in optischen Laufwerken</a></td></tr>
      <tr><td>✓</td><td><a href="revealjs/suchmaschine/">Suchmaschine</a></td></tr>
      <tr><td>✓</td><td><a href="latex/machine-learning/index.pdf">Machine Learning</a></td></tr>
    </table>
  </body>
 </html>
--- a/latex/assets/bibimage.pdf
+++ b/latex/assets/bibimage.pdf
--- a/latex/assets/custombeamer.cls
+++ b/latex/assets/custombeamer.cls
@ -0,0 +1,23 @@
 % vim: set ft=tex
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   {\ifentrytype{online}
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    {\setbeamertemplate{bibliography item}[article]}}}%
 \usebeamertemplate{bibliography item}}
--- a/latex/machine-learning/captcha.png
+++ b/latex/machine-learning/captcha.png
--- a/latex/machine-learning/custombeamer.cls
+++ b/latex/machine-learning/custombeamer.cls
@ -0,0 +1 @@
 ../assets/custombeamer.cls
--- a/latex/machine-learning/im-not-a-robot.png
+++ b/latex/machine-learning/im-not-a-robot.png
--- a/latex/machine-learning/index.pdf
+++ b/latex/machine-learning/index.pdf
--- a/latex/machine-learning/index.tex
+++ b/latex/machine-learning/index.tex
@ -0,0 +1,194 @@
 \PassOptionsToPackage{table}{xcolor}
 \documentclass[aspectratio=1610, theme=focus]{custombeamer}
 %\usetheme{focus}
 \usepackage[ngerman]{babel}
 \usepackage{biblatex}
 \nocite{*}
 \addbibresource{sources.bib}
 \usetikzlibrary{decorations.pathreplacing, positioning}
 \usepackage[thinlines]{easytable}
 \title{Machine Learning}
 \subtitle{Eine Einführung}
 \author{Simon Bruder}
 %\titlegraphic{\includegraphics[scale=1.25]{focuslogo.pdf}}
 \institute{Christian-von-Bomhard-Schule}
 \usepackage{datetime}
 \newdate{date}{09}{07}{2019}
 \date{\displaydate{date}}
 \begin{document}
 \begin{frame}
  \maketitle
 \end{frame}
 \begin{frame}[noframenumbering]
  \tableofcontents
 \end{frame}
 \section{Einsatzgebiete}
 \begin{frame}{Einsatzgebiete}
  \begin{itemize}
   \item{Computerspiele-»KI«}
   \item{Medizinische Diagnostik}
   \item{Personalisierte Werbung}
   \item{Selbstfahrende Autos}
   \item{Spracherkennung}
  \end{itemize}
 \end{frame}
 \section{Praxis: Tic Tac Toe}
 \begin{frame}{Tic Tac Toe}
  \begin{minipage}[t]{.5\textwidth}
   \textbf{Lernen}
   \begin{itemize}
    \item{Computer weiß nur, wann das Spiel gewonnen ist}
    \item{\textbf{Generator} gibt zufällige Züge zurück}
    \item{Wenn gewonnen: \textbf{Diskriminator} wertet Züge von Gewinner auf, Züge von Verlierer ab}
   \end{itemize}
  \end{minipage}%
  \begin{minipage}[t]{.5\textwidth}
   \textbf{Anwenden}
   \begin{itemize}
    \item{\textbf{Generator} weiß für jede Spielsituation, wie erfolgreich ein Zug ist}
    \item{Erfolgreichster Zug wird ausgeführt}
    \item{→ Immer Gewinn oder Unentschieden}
   \end{itemize}
  \end{minipage}
  \vspace{1em}
  \renewcommand*{\o}{$\pmb\bigcirc$}
  \newcommand*{\x}{$\pmb\times$}
  \begin{center}
   \pause
   \ttfamily\begin{TAB}(e,1em,1em){|c|c|c|}{|c|c|c|}
    \x & \o  & \x \\
    1  & \o  & 0  \\
    \x & 0.5 & \o \\
   \end{TAB} \\
   X am Zug
  \end{center}
 \end{frame}
 \section{Theorie: Neuronale Netzwerke}
 \begin{frame}{Neuronale Netzwerke: Eingabe}
  \begin{center}
   \begin{tikzpicture}
    \onslide<+>\node[] (traffic light) {\includegraphics[height=.75\textheight]{traffic-light-ryg}};
    \onslide<+->\node[] (traffic light) {\includegraphics[height=.75\textheight]{traffic-light-ryg-gray}};
    \onslide<+->
    \draw[decoration={brace, raise=1pt, amplitude=5pt}, decorate] (traffic light.north west) -- node[above=5pt] (width) {$25$} (traffic light.north east);
    \draw[decoration={brace, mirror, raise=1pt, amplitude=5pt}, decorate] (traffic light.south east) -- node[right=5pt] (height) {$75$} (traffic light.north east);
    \onslide<+->
    \node[right=5 of traffic light.north east] (input) {$25 \cdot 75 = 1875$};
    \draw[->, thick] (traffic light.north east) ++ (0.25,0) -- (input);
    \onslide<+->
    \node[below=1em of input] (values) {$[0 .. 255]$ → $[0, 1]$};
    \node[below=1em of values] {\includegraphics[width=.33\textwidth]{traffic-light-ryg-gray-values}};
    \onslide<1-> % I don’t use reveal because I have to do ugly hacks there … wait what?
   \end{tikzpicture}
  \end{center}
 \end{frame}
 \begin{frame}{Neuronale Netzwerke}
  % stolen from https://tex.stackexchange.com/a/153974
  \tikzset{%
    every neuron/.style={
      circle,
      draw,
      minimum size=1cm
    },
    neuron missing/.style={
      draw=none,
      scale=4,
      text height=0.333cm,
      execute at begin node=\color{black}$\vdots$
    },
  }
  \begin{tikzpicture}[x=2.4cm, y=1.5cm, >=stealth, font=\sffamily]
  \foreach \m/\l [count=\y] in {1,2,3,missing,4}
    \node [every neuron/.try, neuron \m/.try] (input-\m) at (0,2.5-\y) {};
  \foreach \m [count=\y] in {1,missing,2}
    \node [every neuron/.try, neuron \m/.try ] (hidden-\m) at (2,2-\y*1.25) {};
  \foreach \m [count=\y] in {1,2,3}
    \node [every neuron/.try, neuron \m/.try ] (output-\m) at (4,1.5-\y) {};
  \foreach \l [count=\i] in {1,2,3,1875}
    \draw [<-] (input-\i) -- ++(-1,0)
      node [above, midway] {$I_{\l}$};
  \foreach \l [count=\i] in {1,n}
    \node [above] at (hidden-\i.north) {$H_\l$};
  \foreach \l [count=\i] in {1,2,3}
    \draw [->] (output-\i) -- ++(1,0)
      node [above, midway] {$O_\l$};
  \foreach \i in {1,...,4}
    \foreach \j in {1,...,2}
      \draw [->] (input-\i) -- (hidden-\j);
  \foreach \i in {1,...,2}
    \foreach \j in {1,...,3}
      \draw [->] (hidden-\i) -- (output-\j);
  \foreach \l [count=\x from 0] in {Input, Hidden, Output}
    \node [align=center, above] at (\x*2,1.9) {\l \\ layer};
  \end{tikzpicture}
 \end{frame}
 \begin{frame}{Graphische Demo}
  \href{https://playground.tensorflow.org/\#activation=tanh&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=4,2&seed=0.90019&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&discretize_hide=true&numHiddenLayers_hide=true&regularizationRate_hide=true&learningRate_hide=true&batchSize_hide=true&dataset_hide=true&regularization_hide=true&noise_hide=true&problem_hide=true&activation_hide=true&showTestData_hide=false&percTrainData_hide=false}{playground.tensorflow.org}
 \end{frame}
 \section{Training in der Praxis}
 \begin{frame}{Training}
  \pause\begin{minipage}[t]{.30\textwidth}
   \textbf{Computer trainiert sich selbst}
   \begin{itemize}
    \item{Diskriminator hat Regelwerk vorliegen}
    \item{In zufälliger Generation ist auch ein richtiges Ergebnis vorhanden}
    \item{Funktioniert gut für Spiele}
   \end{itemize}
  \end{minipage}\hfill%
  \pause\begin{minipage}[t]{.30\textwidth}
   \textbf{Entwickelnde Menschen als Diskriminator}
   \begin{itemize}
    \item{Menschen geben Eingabe und gewünschte Ausgabe vor}
    \item{Teilweise existieren schon Datensätze}
    \item{Arbeitsaufwändig/Teuer}
   \end{itemize}
  \end{minipage}\hfill%
  \pause\begin{minipage}[t]{.30\textwidth}
   \includegraphics[height=.1\textheight]{im-not-a-robot} \\
   \includegraphics[height=.7\textheight]{captcha}
  \end{minipage}%
 \end{frame}
 \appendix
 \begin{frame}{Quellen}
  \printbibliography[heading=none]
 \end{frame}
 \begin{frame}[focus]
  Nicht ganz verstanden? \\
  Fragen?
 \end{frame}
 \begin{frame}{Bonus/Weiterführende Informationen}
  \begin{itemize}
   \item{Videoserie: \href{https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi}{3Blue1Brown: Neural networks}}
  \end{itemize}
 \end{frame}
 \end{document}
--- a/latex/machine-learning/sources.bib
+++ b/latex/machine-learning/sources.bib
@ -0,0 +1,5 @@
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--- a/latex/machine-learning/traffic-light-ryg-gray-values.png
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--- a/latex/machine-learning/traffic-light-ryg-gray.png
+++ b/latex/machine-learning/traffic-light-ryg-gray.png
--- a/latex/machine-learning/traffic-light-ryg.png
+++ b/latex/machine-learning/traffic-light-ryg.png