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National Repository of Grey Literature

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Advanced Visualization of Neural Network Training Kuchta, Samuel ; Kesiraju, Santosh (referee) ; Beneš, Karel (advisor) Cílem této práce je navrhnout metody vizualizace, a analyzovat nimi jevy vznikající během trénování neuronových sítí, na základě kterých by mohly být zjištěny nové poznatky ohledně hlubokého učení. V této práci byl vytvořen program, který testuje dopad na trénování za použití různých technik, a vizualizuje výsledky trénování pomocí různých metod. Tato práce představuje dvě metody vizualizace tréninkového procesu. První metoda je zobrazení plochy okolo cesty trénovaného modelu pomocí průměrování bodů cesty váhovanými jejich vzdáleností od zobrazovaného bodu. Druhá metoda je zobrazení velikosti kroků během učení. Výsledek práce je znázorněn grafy, a diskuzí nad jevy zachycenými vizualizacemi. Detailed record

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