Jüngste Fortschritte in der Welt der neuronalen Netze
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Ein neuronales Netz ist eine Gruppe miteinander verbundener Einheiten, die als Neuronen bezeichnet werden und Signale aneinander senden. Neuronen k�nnen entweder biologische Zellen oder mathematische Modelle sein. W�hrend einzelne Neuronen einfach sind, k�nnen viele von ihnen zusammen in einem Netzwerk komplexe Aufgaben erf�llen. Es gibt zwei Haupttypen von neuronalen Netzen, n�mlich: In den Neurowissenschaften ist ein biologisches neuronales Netz eine physische Struktur, die in Gehirnen und komplexen Nervensystemen zu finden ist - eine Population von Nervenzellen, die durch Synapsen verbunden sind. Im Kontext der Biologie ist ein neuronales Netz eine Population biologischer Neuronen, die durch Synapsen chemisch miteinander verbunden sind. Ein einzelnes Neuron kann mit Hunderttausenden von Synapsen verbunden sein. Jedes Neuron sendet und empf�ngt elektrochemische Signale, so genannte Aktionspotenziale, an seine angeschlossenen Nachbarn.Ein Neuron kann eine erregende Funktion haben, indem es die empfangenen Signale verst�rkt und weiterleitet, oder eine hemmende Funktion, indem es stattdessen Signale unterdr�ckt. Beim maschinellen Lernen ist ein neuronales Netz ein k�nstliches mathematisches Modell, das zur Ann�herung an nichtlineare Funktionen verwendet wird. W�hrend die fr�hen k�nstlichen neuronalen Netze physische Maschinen waren, werden sie heute fast immer in Software implementiert.
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