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(15min)} +\section{Was ist iBorderCtrl?} \subsection{Akteure und Organisationsstruktur} \begin{frame}{Akteure und Organisationsstruktur} \begin{itemize} @@ -30,7 +30,7 @@ \item Tresspass etc. \item Finanzierung \item Beteiligte Forschungseinrichtungen, beteiligte Unternehmen? -\item Aktueller Entwickllungsstand +\item Aktueller Entwicklungsstand \end{itemize} \end{frame} \subsection{Silent Talker} @@ -75,7 +75,7 @@ \begin{itemize} \item Facial Action Coding System (FACS) von Ekman und Friesen entwickelt, \item 'Mikroexpressionen' codieren Gefühle des Menschen, - \item Annahme: Lügen ist emotionaler AKt und kann mit Mikroexpressionen entschlüsselt werden, + \item Annahme: Lügen ist emotionaler Akt und kann mit Mikroexpressionen entschlüsselt werden, \item Studien zeigen: Vorgehen ist so exakt wie zufällige Vermutung, \item Forschung ist uneinig, ob Mikroexpressionen bei jedem Menschen vorliegen und eindeutig sind. \end{itemize} @@ -89,9 +89,14 @@ \end{itemize} \end{frame} -\section{Grundlagen KI (10min)} +\section{Grundlagen KI} \subsection{KI, Algorithmen und maschinelles Lernen} \begin{frame}{KI, Algorithmen und maschinelles Lernen} +\begin{figure} +\begin{center} + \includegraphics[scale = 0.18]{Ki-Abbildung} + \end{center} + \end{figure} \end{frame} \subsection{Overfitting} @@ -103,7 +108,7 @@ \end{frame} -\section{Grenzen und Risiken von KI (20min)} +\section{Grenzen und Risiken von KI} \subsection{KI und Interpretierbarkeit} \begin{frame}{Was heißt interpretierbar?} @@ -112,7 +117,7 @@ \item Interpretierbarkeit als "Verstehen des Algorithmus": \begin{itemize} \item Bedeutung der Parameter kann verstanden werden - \item Funktionsweise des Alogrithmus kann für jeden Input nachvollzugen werden + \item Funktionsweise des Algorithmus kann für jeden Input nachvollzogen werden \item Kann bei KI oft nicht angewendet werden \end{itemize} \item Interpretierbarkeit durch methodische Analyse: @@ -129,9 +134,9 @@ \begin{frame}{Wofür braucht mensch Interpretierbarkeit?} \begin{itemize} \item Kausalität vs. Korrelation, was lernt die KI? - \item Bsp.: KI soll Basketbälle erkennen und wird mit Bildern unterschieldicher + \item Bsp.: KI soll Basketbälle erkennen und wird mit Bildern unterschiedlicher Bälle trainiert. Erkennt die KI tatsächlich den Basketball oder einfach nur - die Farbe Oragne? + die Farbe Orange? \item Wenn KI in gesellschaftlich relevanten Bereichen eingesetzt wird, kann es entscheidend sein Ergebnisse interpretieren zu können \end{itemize} @@ -140,12 +145,12 @@ \begin{frame}{Missklassifikationshack} \begin{itemize} \item Ergebnisse der KI hängen stark vom Datensatz ab - \item Daraus ergibt sich ein Angriff auf KI's + \item Daraus ergibt sich die Möglichkeit eines Angriffs auf KIs \item Die Kriterien für die Entscheidung der KI stimmen nicht mit menschlichen Kriterien überein \end{itemize} \end{frame} -\begin{frame}{Panda oder Gibbon? } +\begin{frame}{Panda oder Gibbon?} \begin{figure} \includegraphics[scale = 0.55]{panda_gibbon} \caption*{Quelle: J. Goodfellow et. al. } @@ -166,7 +171,7 @@ Bias = Verzerrung \begin{itemize} \item Bias in den Daten \item Bias durch Design des Algorithmus -\item Bias durch Rückkopplung im Gebrauch +\item Bias durch Rückkopplung \end{itemize} \vspace{0,5cm} Konsequenz: Diskriminierende Algorithmen (auch Gender Bias, Racial Bias, Neurodiversity Bias etc. genannt) @@ -174,56 +179,53 @@ Konsequenz: Diskriminierende Algorithmen (auch Gender Bias, Racial Bias, Neurodi \begin{frame}{Bias in den Daten} \begin{itemize} -\item \alert<1>{Measurement Bias:} Wie werden bestimmte Eigenschaften gemessen/bestimmt? +\item \alert<1>{Measurement Bias:} Die Auswahl der Merkmale zur Darstellung des Sachverhalts kann zu Verzerrung führen +\item<2-> \alert<2>{Omitted Variable Bias:} Wichtige Merkmale werden nicht im Modell berücksichtigt +\item<3-> \alert<3>{Represenation Bias:} Fehlende Diversität in den verfügbaren bzw. genutzten Daten +\end{itemize} +\end{frame} + +\begin{frame}{Bias in den Daten} \begin{itemize} - \item COMPAS: Verhaftungen auch von Familie etc. wurden genutzt um Risiko zu bewerten -\end{itemize} -\item<2-> \alert<2>{Omitted Variable Bias:} Wichtige Daten werden nicht im Modell berücksichtigt -\begin{itemize} - \item Ein Programm das die Kündigung von Abos (zB Netflix) prognostiziert, aber neue Konkurrenzangebote nicht beachtet -\end{itemize} -\item<3-> \alert<3>{Represenation Bias:} Fehlende Diversität in den verfügbaren Daten -\begin{itemize} - \item Coded Gaze, Joy Buolamwini -\end{itemize} -\item<4-> \alert<4>{Aggregation Bias:} Spezifische Eigenschaften von Minderheiten gehen im gesamten Datensatz unter/Ableiten von Aussagen über Individuen aus Minderheit aus allgemeinem Datensatz -\begin{itemize} - \item Diskriminierungsklage gegen die Universität Berkeley -\end{itemize} +\item \alert<1>{Aggregation Bias:} Spezifische Eigenschaften von Untergruppen gehen im gesamten Datensatz unter, +Überlagerung von Trends in verschiedenen Untergruppe führt zu falschen Aussagen \end{itemize} +\begin{figure} + \includegraphics[scale = 0.1]{AggregationBiasBeispiel} + \caption*{Quelle: Statology.org What is Aggregation Bias?} + \end{figure} \end{frame} \begin{frame}{Bias durch Design} \begin{itemize} -\item Evaluation Bias: Ergebnis wird an unrealistischen Kriterien gemessen -\begin{itemize} - \item Bias in Gesichtserkennung fällt nicht auf, weil Benchmarkdatenset gebiast ist -\end{itemize} +\item \alert<1>{Evaluation Bias:} Performance des Algorithmus wird an unrealistischen Kriterien gemessen \end{itemize} \end{frame} \begin{frame}{Bias durch Rückkopplung} -\begin{itemize} -\item Beispiel Profiling -\end{itemize} +Verstärkung der Diskriminierung durch Rückkopplungsschleife bei Predictive Policing +\begin{figure} + \includegraphics[scale = 0.1]{Predpol} + \caption*{Quelle: Algorithmic Bias and Fairness: Crash Course AI by CrashCourse} + \end{figure} \end{frame} -\section{Bias in iBorderCtrl (20min)} +\section{Bias in iBorderCtrl} \begin{frame}{Bias in iBorderCtrl} \begin{itemize} -\item<1-> \alert<1>{Measurement Bias:} Schauspieler*innen statt echte Situationen, Stress beim Grenzübergang löst u.U. gleiche Symptome wie Lügen aus -\item<2-> \alert<2>{Omitted Variable Bias:} Lügen/nicht Lügen zeigt sich in nichterfassten Phänomenen -\item<3-> \alert<3>{Representation Bias:} fehlende Diversität race, gender, neurdiversity, disability, health, scars -\item<4-> \alert<4>{Aggregation Bias:} Reaktionen (z.B. Mikroexpressionen) nicht konsistent. Gleiches Verhalten kann unterschiedliches bedeuten. -\item<5-> \alert<5>{Overfitting:} 73 Prozent in Testdaten vs 93 Prozent in Trainingsdaten, das impliziert Overfitting ist wahrscheinlich +\item<1-> \alert<1>{Measurement Bias:} Stress beim Grenzübergang löst u.U. gleiche Symptome wie Lügen aus +\item<2-> \alert<2>{Omitted Variable Bias:} Lügen/nicht Lügen zeigt sich in nicht erfassten Phänomenen. +\item<3-> \alert<3>{Representation Bias:} fehlende Diversität in Hautfarbe, Geschlecht, Neurodiversität, Behinderungen, gesundheitlichen Faktoren, Narben etc. +\item<4-> \alert<4>{Aggregation Bias:} Reaktionen (z.B. Mikroexpressionen) nicht konsistent. Gleiches Verhalten bei unterschiedlichen Individuen kann Unterschiedliches bedeuten. Es gibt keine zuverlässigen Theorien dazu, welche physiologischen Prozesse Lügen eindeutig identifizierbar machen. +\item<5-> \alert<5>{Overfitting:} Trefferquote von 73 Prozent in Testdaten vs 93 Prozent in Trainingsdaten deutet auf Overfitting hin \end{itemize} \end{frame} \begin{frame}{Bias in iBorderCtrl} \begin{itemize} \item<1-> \alert<1>{Evaluation Bias:} Testbedingungen entsprechen nicht den Einsatzbedingungen, zB Licht, Diversität -\item<2-> \alert<2>{Bias durch Rückkopplung:} Wenn Einsatzdaten wieder eingespeist werden, dann: LD klassifiziert mehr Benachteiligte als lügend, Überprüfungsbeamt*in ebenso und gibt Daten zurück +\item<2-> \alert<2>{Bias durch Rückkopplung:} Wenn Einsatzdaten wieder eingespeist werden, dann klassifiziert der Lügendetektor mehr Benachteiligte als lügend, Überprüfungsbeamt*innen bestätigen die Entscheidung und geben die Daten zurück an das System. \end{itemize} \end{frame} @@ -236,7 +238,7 @@ Konsequenz: Diskriminierende Algorithmen (auch Gender Bias, Racial Bias, Neurodi \includegraphics[scale = 0.36]{Ergebnis_ibc} \end{figure} \end{frame} -\section{Ausblick und Diskussion(20min)} +\section{Ausblick und Diskussion} \subsection{Politische Einordnung} \begin{frame}{Politische Einordnung} \begin{itemize} @@ -247,15 +249,9 @@ Konsequenz: Diskriminierende Algorithmen (auch Gender Bias, Racial Bias, Neurodi \subsection{Wie und wofür forschen wir?} \begin{frame}{Wie und wofür forschen wir?} \begin{itemize} -\item Wissenschaft wird immer wieder instrumentalisiert +\item Wissenschaft kann instrumentalisiert werden \item Wir brauchen mehr kognitive Diversität in Forschungseinrichtungen \item Was ist dein wissenschaftlicher Standard und worauf gründet er? \end{itemize} \end{frame} -\end{document} - -\begin{frame}{Quellen} -\begin{itemize} -\item Quelle 1 .. -\end{itemize} -\end{frame} \ No newline at end of file +\end{document} \ No newline at end of file diff --git a/IBC.toc b/IBC.toc new file mode 100644 index 0000000..818c27d --- /dev/null +++ b/IBC.toc @@ -0,0 +1,14 @@ +\beamer@sectionintoc {1}{Was ist iBorderCtrl?}{3}{0}{1} +\beamer@subsectionintoc {1}{1}{Akteure und Organisationsstruktur}{3}{0}{1} +\beamer@subsectionintoc {1}{2}{Silent Talker}{4}{0}{1} +\beamer@subsectionintoc {1}{3}{Geschichte des Lügendetektor}{6}{0}{1} +\beamer@sectionintoc {2}{Grundlagen KI}{11}{0}{2} +\beamer@subsectionintoc {2}{1}{KI, Algorithmen und maschinelles Lernen}{11}{0}{2} +\beamer@subsectionintoc {2}{2}{Overfitting}{12}{0}{2} +\beamer@sectionintoc {3}{Grenzen und Risiken von KI}{13}{0}{3} +\beamer@subsectionintoc {3}{1}{KI und Interpretierbarkeit}{13}{0}{3} +\beamer@subsectionintoc {3}{2}{KI und Bias}{18}{0}{3} +\beamer@sectionintoc {4}{Bias in iBorderCtrl}{25}{0}{4} +\beamer@sectionintoc {5}{Ausblick und Diskussion}{33}{0}{5} +\beamer@subsectionintoc {5}{1}{Politische Einordnung}{33}{0}{5} +\beamer@subsectionintoc {5}{2}{Wie und wofür forschen wir?}{34}{0}{5} diff --git a/Ki-Abbildung.002.jpeg.001.jpeg b/Ki-Abbildung.jpeg similarity index 100% rename from Ki-Abbildung.002.jpeg.001.jpeg rename to Ki-Abbildung.jpeg diff --git a/Predpol.png b/Predpol.png new file mode 100644 index 0000000..5518717 Binary files /dev/null and b/Predpol.png differ diff --git a/beamerthemeDarkConsole.sty b/beamerthemeDarkConsole.sty index 749c2b1..9836a3b 100644 --- a/beamerthemeDarkConsole.sty +++ b/beamerthemeDarkConsole.sty @@ -13,7 +13,7 @@ \def\familydefault{\ttdefault} -\setbeamersize{text margin left=2mm,text margin right=2mm} +\setbeamersize{text margin left=5mm,text margin right=5mm} \setbeamerfont{alerted text}{series=\bfseries} \setbeamerfont{structure}{series=\bfseries} @@ -25,7 +25,7 @@ \setbeamertemplate{itemize item}{*} \setbeamertemplate{itemize subitem}{*} \setbeamertemplate{itemize subsubitem}{*} -\setbeamertemplate{frametitle}{{\usebeamercolor[fg]{normal text}\texttt{\mdseries >\hbox{}>\hbox{}> }}\boldmath\insertframetitle} +\setbeamertemplate{frametitle}{{\usebeamercolor[fg]{normal text}\texttt{\hspace{-4mm}\mdseries >\hbox{}>\hbox{}> }}\boldmath\insertframetitle} \setbeamertemplate{headline}{} \setbeamertemplate{footline}{ \setbox\kmbmr@tmpboxa\hbox{[\ifnum\insertsectionnumber>0\boldmath\insertsectionnumber.~\insertsection\else\char"7E\fi]\$~\_} @@ -39,8 +39,8 @@ \setbeamertemplate{title page}{ \renewcommand\thefootnote{\fnsymbol{footnote}} \setcounter{footnote}{1} % \dagger - \noindent >\hbox{}>\hbox{}> {\usebeamerfont{title}\usebeamercolor[fg]{title}\bfseries\boldmath\inserttitle} - \ifx\insertsubtitle\@empty\else\\>\hbox{}>\hbox{}> {\usebeamerfont{title}\usebeamercolor[fg]{title}\insertsubtitle}\fi~\\[1em] + \hspace{-4mm}\noindent >\hbox{}>\hbox{}> {\usebeamerfont{title}\usebeamercolor[fg]{title}\bfseries\boldmath\inserttitle} + \ifx\insertsubtitle\@empty\else\\\hspace{-4mm}>\hbox{}>\hbox{}> {\usebeamerfont{title}\usebeamercolor[fg]{title}\insertsubtitle}\fi~\\[1em] Name: \insertauthor\ \ifx\insertinstitute\@empty\else(\insertinstitute)\fi\\ Date: \insertdate \renewcommand\thefootnote{\arabic{footnote}}