diff --git a/presentations/initial/presi.tex b/presentations/initial/presi.tex
index 1f7348761dfd5c71a146eee3552f37664f440e5c..8db75f4b731ea390c285f41587adbd2dae42ff33 100644
--- a/presentations/initial/presi.tex
+++ b/presentations/initial/presi.tex
@@ -43,6 +43,11 @@
\end{enumerate}
\end{frame}
+\begin{frame}
+ \frametitle{Test}
+ Hello there $F_{0x}$
+\end{frame}
+
\begin{frame}
\frametitle{Motivation}
%% Main points of motivation
diff --git a/thesis/chapter/fundamentals/ann.tex b/thesis/chapter/fundamentals/ann.tex
new file mode 100644
index 0000000000000000000000000000000000000000..d3e8ce5abda9e6a358f7353da53b0a8080f5ac4d
--- /dev/null
+++ b/thesis/chapter/fundamentals/ann.tex
@@ -0,0 +1,22 @@
+\section{Artificial Neural Network}
+\label{sec:ann}
+%%
+%% - how did the idea transpire?
+%% - why are they used in CS?
+%% - gradient descent, backward & forward step
+%% - what are the capabilities
+%%
+
+
+Artificial Neural Networks (ANNs)
+
+The widespread use of Neural Networks lies in both, their simple, yet elegant architecture combined with the powerful computational possibilities.
+A Neural Network describes a general function approximator and hence can be trained to simulate a computable function with arbitrary precision. \cite{goodfellow_deep_2016}
+
+
+
+\begin{figure}
+ \centering
+ \input{figures/simple_neuron.tex}
+\end{figure}
+
diff --git a/thesis/chapter/fundamentals/fundamentals.tex b/thesis/chapter/fundamentals/fundamentals.tex
new file mode 100644
index 0000000000000000000000000000000000000000..3ef11c52894056fdebb5fadeff4ff57aff8d805d
--- /dev/null
+++ b/thesis/chapter/fundamentals/fundamentals.tex
@@ -0,0 +1,8 @@
+\chapter{Fundamentals}
+\label{chap:fundamentals}
+
+The basics of neural networks.
+
+\input{chapter/fundamentals/ann.tex}
+\input{chapter/fundamentals/har.tex}
+\input{chapter/fundamentals/privacy.tex}
\ No newline at end of file
diff --git a/thesis/chapter/fundamentals/har.tex b/thesis/chapter/fundamentals/har.tex
new file mode 100644
index 0000000000000000000000000000000000000000..51398353336600035f6eb9c4dbce5644126a53d6
--- /dev/null
+++ b/thesis/chapter/fundamentals/har.tex
@@ -0,0 +1,4 @@
+\section{Human Activity Recognition}
+\label{sec:har}
+
+HAR is cool
\ No newline at end of file
diff --git a/thesis/chapter/fundamentals/privacy.tex b/thesis/chapter/fundamentals/privacy.tex
new file mode 100644
index 0000000000000000000000000000000000000000..55a353671d5fcd66f6b1c4eb84e4dca8a401a325
--- /dev/null
+++ b/thesis/chapter/fundamentals/privacy.tex
@@ -0,0 +1,8 @@
+\section{Privacy and Anonymity}
+\label{sec:privacy}
+
+%% What is privacy?
+%% Why does it matter?
+%% Ethical and judical foundations of privacy
+%% Pricacy-enhancing methods
+%% Can privacy be measured?
\ No newline at end of file
diff --git a/thesis/export-data.bib b/thesis/export-data.bib
new file mode 100644
index 0000000000000000000000000000000000000000..29bc79090624a949871e84644c4fcda2bd111a7b
--- /dev/null
+++ b/thesis/export-data.bib
@@ -0,0 +1,11 @@
+
+@book{goodfellow_deep_2016,
+ address = {Cambridge, Massachusetts},
+ series = {Adaptive computation and machine learning},
+ title = {Deep learning},
+ isbn = {9780262035613},
+ publisher = {The MIT Press},
+ author = {Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron},
+ year = {2016},
+ keywords = {Machine learning},
+}
diff --git a/thesis/figures/simple_neuron.tex b/thesis/figures/simple_neuron.tex
new file mode 100644
index 0000000000000000000000000000000000000000..b4b8b4273009953fae6cc2cc2b11638594be7348
--- /dev/null
+++ b/thesis/figures/simple_neuron.tex
@@ -0,0 +1,41 @@
+
+
+\tikzset{every picture/.style={line width=0.75pt}} %set default line width to 0.75pt
+
+\begin{tikzpicture}[x=0.75pt,y=0.75pt,yscale=-1,xscale=1]
+%uncomment if require: \path (0,300); %set diagram left start at 0, and has height of 300
+
+
+% Text Node
+\draw (112.88,99) node {$x_{1}$};
+% Text Node
+\draw (112.88,133.53) node {$x_{2}$};
+% Text Node
+\draw (112.88,203.2) node {$x_{n}$};
+% Text Node
+\draw (112.88,168.86) node {$...$};
+% Text Node
+\draw (208.5, 154.5) circle [x radius= 18.18, y radius= 18.18] ;
+\draw (208.5,154.5) node [font=\Large] {$f$};
+% Text Node
+\draw (146.5,102.4) node [anchor=north west][inner sep=0.75pt] {$w_{1}$};
+% Text Node
+\draw (146.5,144.4) node [anchor=north west][inner sep=0.75pt] {$w_{2}$};
+% Text Node
+\draw (146,186.4) node [anchor=north west][inner sep=0.75pt] {$w_{n}$};
+% Text Node
+\draw (271,145.9) node [anchor=north west][inner sep=0.75pt] {$\sigma \ =\ f( w_{1} x_{1} \ +\ w_{2} x_{2} \ +\ ...\ +\ w_{n} x_{n})$};
+% Connection
+\draw (124.88,105.96) -- (191.04,144.37) ;
+\draw [shift={(192.77,145.37)}, rotate = 210.13] [color={rgb, 255:red, 0; green, 0; blue, 0 } ][line width=0.75] (10.93,-3.29) .. controls (6.95,-1.4) and (3.31,-0.3) .. (0,0) .. controls (3.31,0.3) and (6.95,1.4) .. (10.93,3.29) ;
+% Connection
+\draw (124.88,136.16) -- (188.79,150.18) ;
+\draw [shift={(190.74,150.6)}, rotate = 192.37] [color={rgb, 255:red, 0; green, 0; blue, 0 } ][line width=0.75] (10.93,-3.29) .. controls (6.95,-1.4) and (3.31,-0.3) .. (0,0) .. controls (3.31,0.3) and (6.95,1.4) .. (10.93,3.29) ;
+% Connection
+\draw (125.38,196.83) -- (190.51,163.66) ;
+\draw [shift={(192.3,162.75)}, rotate = 153.01] [color={rgb, 255:red, 0; green, 0; blue, 0 } ][line width=0.75] (10.93,-3.29) .. controls (6.95,-1.4) and (3.31,-0.3) .. (0,0) .. controls (3.31,0.3) and (6.95,1.4) .. (10.93,3.29) ;
+% Connection
+\draw (226.68,154.5) -- (266,154.5) ;
+\draw [shift={(268,154.5)}, rotate = 180] [color={rgb, 255:red, 0; green, 0; blue, 0 } ][line width=0.75] (10.93,-3.29) .. controls (6.95,-1.4) and (3.31,-0.3) .. (0,0) .. controls (3.31,0.3) and (6.95,1.4) .. (10.93,3.29) ;
+
+\end{tikzpicture}
diff --git a/thesis/thesis_nomarginals.pdf b/thesis/thesis_nomarginals.pdf
index d31eddcc33f2f830f070ba7982d14062438f74c1..d30e9d8ecf643baa64da5c91114bcf6389c54aa4 100644
Binary files a/thesis/thesis_nomarginals.pdf and b/thesis/thesis_nomarginals.pdf differ
diff --git a/thesis/thesis_nomarginals.tex b/thesis/thesis_nomarginals.tex
index f208a6ba6a8fd8c75cbd3f10b7a1a2f17fb0b6a4..b72dada3ba0930b1ad4d4f3374d223fcf34028ff 100644
--- a/thesis/thesis_nomarginals.tex
+++ b/thesis/thesis_nomarginals.tex
@@ -5,12 +5,12 @@
% -------------------------------------------------------------------
% Personal information
-\newcommand \Autor{Max Mustermann}
-\newcommand \Titel{Vorlage}
-\newcommand \Untertitel{mit Untertitel}
+\newcommand \Autor{Tim Hallyburton}
+\newcommand \Titel{IMU Data Anonymization with Generative Adversarial Networks}
+\newcommand \Untertitel{Master Thesis (M.Sc.)}
%other information
\newcommand{\Supervisor}{Prof. Dr.-Ing. Gernot A. Fink\xspace}
-\newcommand{\otherSupervisor}{Max Musterbetreuer, M.Sc.\xspace}
+\newcommand{\otherSupervisor}{Dr. René Grzeszick\xspace}
\newcommand{\Faculty}{Fakult''at f''ur Informatik\xspace}
\newcommand{\Department}{Lehrstuhl 12\xspace}
@@ -133,6 +133,7 @@
% -------------------------------------------------------------------
\include{chapter/main01}
+\include{chapter/fundamentals/fundamentals}
% -------------------------------------------------------------------
% Appendix
@@ -144,7 +145,8 @@
\cleardoublepage
%\bibliographystyle{IEEEtran}
\bibliographystyle{alphadin}
-\bibliography{literatur}
+%%\bibliography{literatur}
+\bibliography{export-data}
% -------------------------------------------------------------------
\end{document}