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Conversion to Audio may Improve Results: Using Siamese Networks for Nickname Classification
Nov. 25, 2022, 7:21 p.m. | David Harar
Towards Data Science - Medium towardsdatascience.com
Using siamese networks to learn the similarity between names and nicknames. Converting text to speech improves results.
Photo by Waldemar Brandt on UnsplashI use siamese networks in this article to learn similarity measures between names and nicknames. The trained model tells us how plausible a nickname is for a given name (assuming the names came first). I explore different architectures, and experiments show that for a much smaller network, using the spectrograms of the TTSed names and nicknames pairs …
audio classification conversion data science machine learning networks nlp siamese-networks signal-processing
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