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Abstract

In diesem Buch findet der Leser effiziente Methoden zur Optimierung Neuronaler Netze. Insbesondere durch die ausführliche Behandlung des Reinforcement Learning und der Evolution Optimierung geht es über den Inhalt der bisherigen Lehrbücher zum Thema Neuronale Netze hinaus. Die Optimierung neuronaler Modelle wird in folgende Faktoren aufgeteilt: Neuronale Modelle, Lernprobleme, Optimierungsverfahren und Hardwareimplementierung. Dadurch erhält der Leser die Möglichekit, in seiner eigenen Anwendung die Busteine seinen Zielen entsprechend zu kombinieren

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TVV (E)

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Footnote

Rez. in: Knowledge organization 21(1994) no.1, S.42-43 (E. Oeser): "Therefore, over and beyond its intrinsic didactic function, this book can be recommended to all those seriously interested in the theoretical foundations of an information processing technology which has already succeeded in closing major gaps which conventional methods have so far been unable to fill"

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Content

Enthält die Kapitel: (E) Vom Neuron zur Psyche; (1) Das Rüstzeug des Geistes: die Revolution der neuen Konnektionisten: (2) Das Puzzlespiel: die Mechanismen des Denkens; (3) Die große Wasserscheide: Gehirnforschung contra Geistesforschung; (4) Wetware: die Anatomie des Erinnerungsvermögens; (5) Wodurch wird ein Neuronenbündel so schlau?: die Wissenschaft von der Komplexität; (6) Der Computer als Autodidakt: wie Neuralnetzwerke das Laufen lernen; (7) Maschinenträume: Neuralnetzwerke im Arbeitseinsatz; (8) Streitbare Denker: der Kampf um die Herzen der Wissenschaftler; (9) Der Musterschüler: NETalk lernt laut lesen