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Intelligente Lernende Systeme: Eine Fundierte Einführung in Theorie Und PRAXIS Der Künstlichen Intelligenz Und Des Maschinellen Lernens
Paperback
Series: Studienbücher Informatik
DatabasesGeneral ComputersProbability & Statistics
ISBN13: 9783662728321
Publisher: Springer Vieweg
Published: Feb 28 2027
Pages: 771
Language: German
Dieses Buch gibt eine fundierte aber behutsame Einführung in das Gebiet des Maschinellen Lernens und der modernen Künstlichen Intelligenz. Für ein tiefes theoretisches Verständnis werden alle wichtigen Verfahren gründlich und vollständig hergeleitet. Um den Zugang zu erleichtern sind alle notwendigen Mathematik-Grundlagen übersichtlich in Anhängen zusammengefasst, die zudem punktgenau auf Standard-Lehrbücher verweisen. Daneben enthält es viele praktische Beispiele zur Implementierung und Anwendung der Verfahren in der Programmiersprache Python unter Verwendung moderner Softwarebibliotheken wie NumPy, Scikit-Learn, PyTorch, Tensorflow und Keras. Das erworbene Wissen kann in vielen theoretischen und praktischen Übungsaufgaben überprüft und erweitert werden, wobei alle Musterlösungen online zur Verfügung stehen.
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