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completed gradient descent section

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Clemens Dautermann 2020-01-11 21:01:35 +01:00
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doc/Grundlagen_des_maschinellen_lernens.toc
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@ -43,40 +43,42 @@
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.6}Gradientenverfahren und Backpropagation}{12}{subsection.3.6}%
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {3.6.1}Lernrate}{12}{subsubsection.3.6.1}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.7}Verschiedene Layerarten}{13}{subsection.3.7}%
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {3.7.1}Fully connected Layers}{13}{subsubsection.3.7.1}%
\contentsline {subsubsection}{\numberline {3.7.1}Fully connected Layers}{14}{subsubsection.3.7.1}%
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {3.7.2}Convolutional Layers}{13}{subsubsection.3.7.2}%
\contentsline {subsubsection}{\numberline {3.7.2}Convolutional Layers}{14}{subsubsection.3.7.2}%
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {3.7.3}Pooling Layers}{13}{subsubsection.3.7.3}%
\contentsline {subsubsection}{\numberline {3.7.3}Pooling Layers}{14}{subsubsection.3.7.3}%
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4}PyTorch}{13}{section.4}%
\contentsline {section}{\numberline {4}PyTorch}{14}{section.4}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.1}Datenvorbereitung}{13}{subsection.4.1}%
\contentsline {subsection}{\numberline {4.1}Datenvorbereitung}{14}{subsection.4.1}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.2}Definieren des Netzes}{13}{subsection.4.2}%
\contentsline {subsection}{\numberline {4.2}Definieren des Netzes}{14}{subsection.4.2}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.3}Trainieren des Netzes}{13}{subsection.4.3}%
\contentsline {subsection}{\numberline {4.3}Trainieren des Netzes}{14}{subsection.4.3}%
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5}Fallbeispiel I:\newline Ein Klassifizierungsnetzwerk f\IeC {\"u}r handgeschriebene Ziffern}{13}{section.5}%
\contentsline {section}{\numberline {5}Fallbeispiel I:\newline Ein Klassifizierungsnetzwerk f\IeC {\"u}r handgeschriebene Ziffern}{14}{section.5}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.1}Aufgabe}{13}{subsection.5.1}%
\contentsline {subsection}{\numberline {5.1}Aufgabe}{14}{subsection.5.1}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.2}Der MNIST Datensatz}{13}{subsection.5.2}%
\contentsline {subsection}{\numberline {5.2}Der MNIST Datensatz}{14}{subsection.5.2}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3}Fragmentbasierte Erkennung}{13}{subsection.5.3}%
\contentsline {subsection}{\numberline {5.3}Fragmentbasierte Erkennung}{14}{subsection.5.3}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4}Ergebnis}{13}{subsection.5.4}%
\contentsline {subsection}{\numberline {5.4}Ergebnis}{14}{subsection.5.4}%
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {6}Fallbeispiel II:\newline Eine selbsttrainierende KI f\IeC {\"u}r Tic-Tac-Toe}{13}{section.6}%
\contentsline {section}{\numberline {6}Fallbeispiel II:\newline Eine selbsttrainierende KI f\IeC {\"u}r Tic-Tac-Toe}{14}{section.6}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {6.1}Das Prinzip}{13}{subsection.6.1}%
\contentsline {subsection}{\numberline {6.1}Das Prinzip}{14}{subsection.6.1}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {6.2}Chance-Tree Optimierung}{13}{subsection.6.2}%
\contentsline {subsection}{\numberline {6.2}Chance-Tree Optimierung}{14}{subsection.6.2}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {6.3}L\IeC {\"o}sung mittels eines neuronalen Netzes}{13}{subsection.6.3}%
\contentsline {subsection}{\numberline {6.3}L\IeC {\"o}sung mittels eines neuronalen Netzes}{14}{subsection.6.3}%
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {6.4}Vergleich}{13}{subsection.6.4}%
\contentsline {subsection}{\numberline {6.4}Vergleich}{14}{subsection.6.4}%
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {7}Schlusswort}{13}{section.7}%
\contentsline {section}{\numberline {7}Schlusswort}{14}{section.7}%