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Index of YouTube video titles

I'm looking for a way to identify (as many as possible) YouTube videos on a certain topics based on a keywords occurring in their titles. YouTube Data API provides a way to search for videos based on ...
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Datasets for Topic Modeling

I'm looking to try and use deep learning methods for topic modeling as opposed to the more traditional methods of lda and word embedding methods. However, I'm having trouble finding good labeled ...