2022-09-23 12:02:11 +02:00
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% arara: lualatex: { shell : yes }
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% arara: lualatex: { shell : yes }
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% arara: biber
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% arara: lualatex: { shell : yes }
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% arara: lualatex: { shell : yes }
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% !TeX document-id = {d42c9162-1096-4f40-8a62-8cb41704ea7c}
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% !TeX spellcheck = de_DE
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% !TeX TXS-program:compile = txs:///lualatex/[--shell-escape]
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% !BIB program = biber
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\input{header}
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% Document content
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\begin{document}
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\begin{frame}
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\setcounter{framenumber}{0}
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\hfill%\includegraphics[width=2cm]{ls9.png}
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\begin{textblock*}{1cm}(9.9cm,0.5cm) % {block width} (coords)
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%\fbox{\includegraphics[width=0.7cm]{ls9.png}}
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\includegraphics[width=0.7cm]{ls9.png}
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\end{textblock*}
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\titlepage
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\end{frame}
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%\begin{frame}
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% \frametitle{\contentsname}
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% \tableofcontents[hideothersubsections]
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%\end{frame}
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\section{Organisation}
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\begin{frame}
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\frametitle{Today}
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\begin{columns}
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\begin{column}{.475\textwidth}
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\begin{itemize}
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\item Kick-Off Meeting
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\item Some Formalities
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\item Short Overview of the Topics
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\end{itemize}
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\end{column}
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\begin{column}{.475\textwidth}
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\begin{itemize}
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\item Organised by
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\item Chiara Balestra (chiara.balestra@cs.uni-dortmund.de)
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\item Simon Klüttermann (simon.kluettermann@cs.tu-dortmund.de)
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\end{itemize}
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\end{column}
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\end{columns}
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\end{frame}
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\begin{frame}
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\frametitle{Objective of this Seminar}
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\begin{itemize}
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\item Introduction to some fundamental research problems
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\begin{itemize}
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\item Researching current scientific ideas
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\item Understanding benefits and drawbacks of state-of-the-art techniques
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\item Writing a clear and concisive scientific report
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\item Presenting and discussing your findings
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\end{itemize}
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\end{itemize}
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\rightarrow Great start for a bachelor thesis.... \rightarrow maybe just talk to your supervisor about this
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\end{frame}
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\begin{frame}
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\frametitle{Timeline}
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\begin{enumerate}
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\item Kick-Off Meeting
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\item Choose Topics till 10.10.2022
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2022-09-23 12:11:02 +02:00
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\item Talk to your supervisor once till 01.11.2022 %let us change this date to something like 28.Oct
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\item 5min Presentations of your Topic on 01.11.2022 % this is a bank holiday. 02.11 fits better
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2022-09-23 12:02:11 +02:00
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\item Write your abstract till 15.11.2022
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2022-09-23 12:11:02 +02:00
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\item Presentation in Class (end of January/beginning February)
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2022-09-23 12:02:11 +02:00
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\item Discussion of your Findings (afterwards)
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\item Writing of your Report (till two weeks later)
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\end{enumerate}
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\begin{itemize}
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\item All parts required!
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\end{itemize}
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\vspace{3em}
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\begin{itemize}
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\item Everything will be done in english. If this is a problem for you, please write us.
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\end{itemize}
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\end{frame}
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\begin{frame}
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\frametitle{Tasks of this Seminar}
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%\begin{itemize}
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% \item Required: willingless to learn something new
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% \item Also useful: A basic understanding of machine learning, statistics and linear algebra
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%\end{itemize}
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\begin{enumerate}
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\item Choose a couple of topics from our list, you will be assigned to one of them
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\item Read and understand the chapter/paper given to you
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\item Find, read and understand related literature. It is probably impossible to get a good picture about your topic from just one paper (and chapter)
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\item Critically analyze the suggested ideas and compare them to the literature
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\end{enumerate}
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\begin{itemize}
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\item Presentation course (included):
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\begin{itemize}
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\item 5min presentation of your topic
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\item Write an abstract and get feedback
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\end{itemize}
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\item Final Results:
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\begin{itemize}
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\item Presentation (25-30min +10min discussion)
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\item Written Report (at least 6 Pages double column, ACM template)
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\end{itemize}
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\end{itemize}
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\end{frame}
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\begin{frame}
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\frametitle{Research Culture}
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This course is Research oriented
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\begin{itemize}
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\item Feel free to ask as many Questions as you want
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2022-09-23 12:11:02 +02:00
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\item If you want to discuss your Topic with somebody, make an appointment with your Supervisor (compulsory: Every 2 weeks!)
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2022-09-23 12:02:11 +02:00
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\item the same holds for your Presentation/Report
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\end{itemize}
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\end{frame}
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%\begin{frame}
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% \frametitle{\contentsname}
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% \tableofcontents[hideothersubsections]
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%\end{frame}
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\section{Topics}
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\begin{frame}
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\frametitle{Topics}
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\begin{columns}
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\begin{column}{0.625\textwidth}
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\begin{itemize}
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\item Based on the Book "Interpretable Machine Learning" by Christoph Molnar
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\item Freely available at christophm.github.io/interpretable-ml-book
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\end{itemize}
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\begin{itemize}
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\item Some Topics contain programming assignments. We suggest using google colab for these.
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\end{itemize}
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\end{column}
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\begin{column}{0.325\textwidth}
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\begin{center}
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\includegraphics[height=5cm]{illustrations/book.png}
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\end{center}
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\end{column}
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\end{columns}
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\end{frame}
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\subfile{topics/1.tex}
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\subfile{topics/2.tex}
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\subfile{topics/3.tex}
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\subfile{topics/4.tex}
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\subfile{topics/5.tex}
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\subfile{topics/6.tex}
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\subfile{topics/7.tex}
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\subfile{topics/8.tex}
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\subfile{topics/9.tex}
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\subfile{topics/10.tex}
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\subfile{topics/11.tex}
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\subfile{topics/12.tex}
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\subfile{topics/13.tex}
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\subfile{topics/14.tex}
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\subfile{topics/15.tex}
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\subfile{topics/16.tex}
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\subfile{topics/17.tex}
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\subfile{topics/18.tex}
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\subfile{topics/19.tex}
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\subfile{topics/20.tex}
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\begin{frame}
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\begin{center}
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\begin{table}[]
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\begin{tabular}{|l|l|l|l|}
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\hline
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1: Why IML & 2: How IML & 3: Linear ML & 4: Trees \\ \hline
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5: Rules & 6: PDP & 7: ALE & 8: Interactions \\ \hline
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9: Decomposition & 10: Permutations & 11: Surrogates & 12: Prototypes \\ \hline
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13: ICE & 14: Counterfactuals & 15: Shapley Values & 16: Learned Features \\ \hline
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17: Saliency Maps & 18: Concepts & 19: Adversarials & 20: Influential Instances \\ \hline
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\end{tabular}
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\end{table}
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\end{center}
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\end{frame}
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%\begin{frame}
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% \begin{itemize}
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% \item 1: Prototypes
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% \item 2: Adversarial Examples
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% \item 3: Pixel Attribution
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% \item 4: Shapley Values
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% \end{itemize}
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%\end{frame}
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\end{document}
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