% arara: lualatex: { shell : yes } % arara: lualatex: { shell : yes } % arara: biber % arara: lualatex: { shell : yes } % arara: lualatex: { shell : yes } % !TeX document-id = {d42c9162-1096-4f40-8a62-8cb41704ea7c} % !TeX spellcheck = de_DE % !TeX TXS-program:compile = txs:///lualatex/[--shell-escape] % !BIB program = biber \input{header} % Document content \begin{document} \begin{frame} \setcounter{framenumber}{0} \hfill%\includegraphics[width=2cm]{ls9.png} \begin{textblock*}{1cm}(9.9cm,0.5cm) % {block width} (coords) %\fbox{\includegraphics[width=0.7cm]{ls9.png}} \includegraphics[width=0.7cm]{ls9.png} \end{textblock*} \titlepage \end{frame} %\begin{frame} % \frametitle{\contentsname} % \tableofcontents[hideothersubsections] %\end{frame} \section{Organisation} \begin{frame} \frametitle{Today} \begin{columns} \begin{column}{.475\textwidth} \begin{itemize} \item Kick-Off Meeting \item Some Formalities \item Short Overview of the Topics \end{itemize} \end{column} \begin{column}{.475\textwidth} \begin{itemize} \item Organised by \item Chiara Balestra (chiara.balestra@cs.uni-dortmund.de) \item Simon Klüttermann (simon.kluettermann@cs.tu-dortmund.de) \end{itemize} \end{column} \end{columns} \end{frame} \begin{frame} \frametitle{Objective of this Seminar} \begin{itemize} \item Introduction to some fundamental research problems \begin{itemize} \item Researching current scientific ideas \item Understanding benefits and drawbacks of state-of-the-art techniques \item Writing a clear and concisive scientific report \item Presenting and discussing your findings \end{itemize} \end{itemize} \rightarrow Great start for a bachelor thesis.... \rightarrow maybe just talk to your supervisor about this \end{frame} \begin{frame} \frametitle{Timeline} \begin{enumerate} \item Kick-Off Meeting \item Choose Topics till 10.10.2022 \item Talk to your supervisor once till 08.11.2022 %let us change this date to something like 28.Oct \item 5min Presentations of your Topic on 08.11.2022 % this is a bank holiday. 02.11 fits better \item Write your abstract till 15.11.2022 \item Presentation in Class (end of January/beginning February) \item Discussion of your Findings (afterwards) \item Writing of your Report (till two weeks later) \end{enumerate} \begin{itemize} \item All parts required! \end{itemize} \vspace{2em} \begin{itemize} \item Everything will be done in english. If this is a problem for you, please write us. \end{itemize} \end{frame} \begin{frame} \frametitle{Tasks of this Seminar} %\begin{itemize} % \item Required: willingless to learn something new % \item Also useful: A basic understanding of machine learning, statistics and linear algebra %\end{itemize} \begin{enumerate} \item Choose a couple of topics from our list, you will be assigned to one of them \item Read and understand the chapter/paper given to you \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) \item Critically analyze the suggested ideas and compare them to the literature \end{enumerate} \begin{itemize} \item Presentation course (included): \begin{itemize} \item 5min presentation of your topic \item Write an abstract and get feedback \end{itemize} \item Final Results: \begin{itemize} \item Presentation (25-30min +10min discussion) \item Written Report (at least 6 Pages double column, ACM template) \end{itemize} \end{itemize} \end{frame} \begin{frame} \frametitle{Research Culture} This course is Research oriented %\begin{columns} %\begin{column}{.7\textwidth} \begin{itemize} \item Feel free to ask as many Questions as you want \item If you want to discuss your Topic with somebody, make an appointment with your Supervisor \item suggestion: Every two weeks! \item But at least once: \begin{itemize} \item before your 5min Presentation, \item before your Presentation, \item before your Report to discuss the Presentation \end{itemize} \end{itemize} %\end{column} %\begin{column}{.27\textwidth} % \begin{center} % \includegraphics[width=0.8\textwidth]{dog.jpeg} % \end{center} %\end{column} %\end{columns} \end{frame} %\begin{frame} % \frametitle{\contentsname} % \tableofcontents[hideothersubsections] %\end{frame} \section{Topics} \begin{frame} \frametitle{Topics} \begin{columns} \begin{column}{0.625\textwidth} \begin{itemize} \item Based on the Book "Interpretable Machine Learning" by Christoph Molnar \item Freely available at christophm.github.io/interpretable-ml-book \end{itemize} \begin{itemize} \item Some Topics contain programming assignments. We suggest using google colab for these. \end{itemize} \end{column} \begin{column}{0.325\textwidth} \begin{center} \includegraphics[height=5cm]{illustrations/book.png} \end{center} \end{column} \end{columns} \end{frame} \subfile{topics/1.tex} \subfile{topics/2.tex} \subfile{topics/3.tex} \subfile{topics/4.tex} \subfile{topics/5.tex} \subfile{topics/6.tex} \subfile{topics/7.tex} \subfile{topics/8.tex} \subfile{topics/9.tex} \subfile{topics/10.tex} \subfile{topics/11.tex} \subfile{topics/12.tex} \subfile{topics/13.tex} \subfile{topics/14.tex} \subfile{topics/15.tex} \subfile{topics/16.tex} \subfile{topics/17.tex} \subfile{topics/18.tex} \subfile{topics/19.tex} \subfile{topics/20.tex} \begin{frame} \begin{center} \begin{table}[] \begin{tabular}{|l|l|l|l|} \hline 1: Why IML & 2: How IML & 3: Linear ML & 4: Trees \\ \hline 5: Rules & 6: PDP & 7: ALE & 8: Interactions \\ \hline 9: Decomposition & 10: Permutations & 11: Surrogates & 12: Prototypes \\ \hline 13: ICE & 14: Counterfactuals & 15: Shapley Values & 16: Learned Features \\ \hline 17: Saliency Maps & 18: Concepts & 19: Adversarials & 20: Influential Instances \\ \hline \end{tabular} \end{table} \end{center} \end{frame} %\begin{frame} % \begin{itemize} % \item 1: Prototypes % \item 2: Adversarial Examples % \item 3: Pixel Attribution % \item 4: Shapley Values % \end{itemize} %\end{frame} \end{document}