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initial AI intro chapter
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\section{Artificial Intelligence}%
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\label{sec:artificial_intelligence}
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The field of \ac {AI} is, in comparison to Information Technology, both old and yet quiet contemporary. In the middle of
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the 20th century, Alan Touring introduced the \emph{Turing Test} which, in essence, tests the ability of a human to tell
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if answers to its questions are given by a machine or a human. With the advent of computers around the same time,
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research has started to aim for artificial intelligence. Generally though, clearly defining \ac {AI} in a single sentence is hard.
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\citet{russell2016artificial} structures historical definitions along two dimensions: The grade of how \emph{human} a system is \emph{thinks} or
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\emph{behaves} and how \emph{rational} it thinks or behaves. These four directions are all pursued by researchers. In
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this thesis, the goal of \emph{acting rationally} is most appropriate.
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sub fields of research in the larger field of \ac {AI}.
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%TODO prettify
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\begin{table}[]
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\renewcommand{\arraystretch}{2.5}
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\centering
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\begin{tabular}{p{0.45\textwidth}|p{0.45\textwidth}}
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\textbf{Thinking Humanly}: The goal of creating machines with \emph{minds}
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&
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\textbf{Thinking Rationally}: Computation that can perceive, reason and act [rationally]
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\\
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\textbf{Acting Humanly}: "Machines that perform functions that require intelligence when performed by people"
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&
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\textbf{Acting Rationally}: design of intelligent agents
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\end{tabular}
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\caption{Various definitions of \ac {AI} \citep{russell2016artificial} }
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\label{tab:ai_definitions}
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\end{table}
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Today, some 70 years later, \ac {AI} is again extensively discussed by both researchers and public media
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\citep[p.24ff.]{russell2016artificial, arulkumaran2017brief}. The reasons for this are diverse but it can be argued that
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the combination of readily available computing power through cloud computing and advances in the mathematical
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underpinnings have allowed for fast-paced advances in recent years. Also, the currently very popular \acf {NN}
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architectures often require large amouts of data to learn which have lately been readily available for companies and
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:esearchers through the adoption of online technologies by the majority of the population
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\citep[p.27]{russell2016artificial}.

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