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Datens\344tze}{subsection.1.3}% 5 -\BOOKMARK [3][-]{subsubsection.1.3.2}{Overfitting}{subsection.1.3}% 6 -\BOOKMARK [3][-]{subsubsection.1.3.3}{Unbewusste Manipulation der Daten}{subsection.1.3}% 7 -\BOOKMARK [1][-]{section.2}{Verschiedene Techniken maschinellen lernens}{}% 8 -\BOOKMARK [2][-]{subsection.2.1}{\334berwachtes Lernen}{section.2}% 9 -\BOOKMARK [2][-]{subsection.2.2}{Un\374berwachtes Lernen}{section.2}% 10 -\BOOKMARK [2][-]{subsection.2.3}{Best\344rkendes Lernen}{section.2}% 11 -\BOOKMARK [1][-]{section.3}{Neuronale Netze}{}% 12 -\BOOKMARK [2][-]{subsection.3.1}{Maschinelles Lernen und menschliches Lernen}{section.3}% 13 -\BOOKMARK [2][-]{subsection.3.2}{Der Aufbau eines neuronalen Netzes}{section.3}% 14 -\BOOKMARK [2][-]{subsection.3.3}{Berechnung des Ausgabevektors}{section.3}% 15 -\BOOKMARK [2][-]{subsection.3.4}{Der Lernprozess}{section.3}% 16 -\BOOKMARK [2][-]{subsection.3.5}{Fehlerfunktionen}{section.3}% 17 -\BOOKMARK [3][-]{subsubsection.3.5.1}{MSE \205 Durchschnittlicher quadratischer Fehler}{subsection.3.5}% 18 -\BOOKMARK [3][-]{subsubsection.3.5.2}{MAE \205 Durchschnitztlicher absoluter Fehler}{subsection.3.5}% 19 -\BOOKMARK [3][-]{subsubsection.3.5.3}{Kreuzentropiefehler}{subsection.3.5}% 20 -\BOOKMARK [2][-]{subsection.3.6}{Gradientenverfahren und Backpropagation}{section.3}% 21 -\BOOKMARK [3][-]{subsubsection.3.6.1}{Lernrate}{subsection.3.6}% 22 -\BOOKMARK [2][-]{subsection.3.7}{Verschiedene Layerarten}{section.3}% 23 -\BOOKMARK [3][-]{subsubsection.3.7.1}{Convolutional Layers}{subsection.3.7}% 24 -\BOOKMARK [3][-]{subsubsection.3.7.2}{Pooling Layers}{subsection.3.7}% 25 -\BOOKMARK [1][-]{section.4}{PyTorch}{}% 26 -\BOOKMARK [2][-]{subsection.4.1}{Datenvorbereitung}{section.4}% 27 -\BOOKMARK [2][-]{subsection.4.2}{Definieren des Netzes}{section.4}% 28 -\BOOKMARK [2][-]{subsection.4.3}{Trainieren des Netzes}{section.4}% 29 -\BOOKMARK [1][-]{section.5}{Fallbeispiel I:Ein Klassifizierungsnetzwerk f\374r handgeschriebene Ziffern}{}% 30 -\BOOKMARK [2][-]{subsection.5.1}{Aufgabe}{section.5}% 31 -\BOOKMARK [2][-]{subsection.5.2}{Der MNIST Datensatz}{section.5}% 32 -\BOOKMARK [2][-]{subsection.5.3}{Fragmentbasierte Erkennung}{section.5}% 33 -\BOOKMARK [2][-]{subsection.5.4}{Ergebnis}{section.5}% 34 -\BOOKMARK [1][-]{section.6}{Fallbeispiel II:Eine selbsttrainierende KI f\374r Tic-Tac-Toe}{}% 35 -\BOOKMARK [2][-]{subsection.6.1}{Das Prinzip}{section.6}% 36 -\BOOKMARK [2][-]{subsection.6.2}{Chance-Tree Optimierung}{section.6}% 37 -\BOOKMARK [2][-]{subsection.6.3}{L\366sung mittels eines neuronalen Netzes}{section.6}% 38 -\BOOKMARK [2][-]{subsection.6.4}{Vergleich}{section.6}% 39 -\BOOKMARK [1][-]{section.7}{Schlusswort}{}% 40 +\BOOKMARK [3][-]{subsubsection.1.3.1}{Overfitting}{subsection.1.3}% 5 +\BOOKMARK [3][-]{subsubsection.1.3.2}{Die Daten}{subsection.1.3}% 6 +\BOOKMARK [1][-]{section.2}{Verschiedene Techniken maschinellen Lernens}{}% 7 +\BOOKMARK [2][-]{subsection.2.1}{\334berwachtes Lernen}{section.2}% 8 +\BOOKMARK [2][-]{subsection.2.2}{Un\374berwachtes Lernen}{section.2}% 9 +\BOOKMARK [2][-]{subsection.2.3}{Best\344rkendes Lernen}{section.2}% 10 +\BOOKMARK [1][-]{section.3}{Neuronale Netze}{}% 11 +\BOOKMARK [2][-]{subsection.3.1}{Maschinelles Lernen und menschliches Lernen}{section.3}% 12 +\BOOKMARK [2][-]{subsection.3.2}{Der Aufbau eines neuronalen Netzes}{section.3}% 13 +\BOOKMARK [2][-]{subsection.3.3}{Berechnung des Ausgabevektors}{section.3}% 14 +\BOOKMARK [2][-]{subsection.3.4}{Der Lernprozess}{section.3}% 15 +\BOOKMARK [2][-]{subsection.3.5}{Fehlerfunktionen}{section.3}% 16 +\BOOKMARK [3][-]{subsubsection.3.5.1}{MSE \205 Durchschnittlicher quadratischer Fehler}{subsection.3.5}% 17 +\BOOKMARK [3][-]{subsubsection.3.5.2}{MAE \205 Durchschnitztlicher absoluter Fehler}{subsection.3.5}% 18 +\BOOKMARK [3][-]{subsubsection.3.5.3}{Kreuzentropiefehler}{subsection.3.5}% 19 +\BOOKMARK [2][-]{subsection.3.6}{Gradientenverfahren und Backpropagation}{section.3}% 20 +\BOOKMARK [3][-]{subsubsection.3.6.1}{Lernrate}{subsection.3.6}% 21 +\BOOKMARK [2][-]{subsection.3.7}{Verschiedene Layerarten}{section.3}% 22 +\BOOKMARK [3][-]{subsubsection.3.7.1}{Convolutional Layers}{subsection.3.7}% 23 +\BOOKMARK [3][-]{subsubsection.3.7.2}{Pooling Layers}{subsection.3.7}% 24 +\BOOKMARK [1][-]{section.4}{PyTorch}{}% 25 +\BOOKMARK [2][-]{subsection.4.1}{Datenvorbereitung}{section.4}% 26 +\BOOKMARK [2][-]{subsection.4.2}{Definieren des Netzes}{section.4}% 27 +\BOOKMARK [2][-]{subsection.4.3}{Trainieren des Netzes}{section.4}% 28 +\BOOKMARK [1][-]{section.5}{Fallbeispiel I:Ein Klassifizierungsnetzwerk f\374r handgeschriebene Ziffern}{}% 29 +\BOOKMARK [2][-]{subsection.5.1}{Aufgabe}{section.5}% 30 +\BOOKMARK [2][-]{subsection.5.2}{Der MNIST Datensatz}{section.5}% 31 +\BOOKMARK [2][-]{subsection.5.3}{Fragmentbasierte Erkennung}{section.5}% 32 +\BOOKMARK [2][-]{subsection.5.4}{Ergebnis}{section.5}% 33 +\BOOKMARK [1][-]{section.6}{Fallbeispiel II:Eine selbsttrainierende KI f\374r 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