prosem2/slides.tex

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    \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}

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    \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

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    \begin{frame}
    \frametitle{Timeline}
        \begin{enumerate}
            \item Kick-Off Meeting
            \item Choose Topics till 10.10.2022
            \item Talk to your supervisor once till 01.11.2022 %let us change this date to something like 28.Oct
            \item 5min Presentations of your Topic on 01.11.2022 % 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}
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    \frametitle{Tasks of this Seminar}
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        %    \item Required: willingless to learn something new
        %    \item Also useful: A basic understanding of machine learning, statistics and linear algebra
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            \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}


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        \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}
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    \section{Topics}

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    \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}

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\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}

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%            \item 1: Prototypes
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%            \item 3: Pixel Attribution
%            \item 4: Shapley Values
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