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I am the moment looking for a dataset similar to the caltech 101, but in this case for different phrases, words and so on... In general just words.

Does someone know if such dataset exist, or I have to create it myself...

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There is a huge academic data set repository in http://academictorrents.com/ give it try, you might find something. Also, there is commeresial data base of Penn state university,here: https://catalog.ldc.upenn.edu/LDC2011S08.

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  • $\begingroup$ A small tip here is that search within restricted domain of university website, meaning google like this: >Dataset site:*.edu OR >Dataset site:* .ac.* $\endgroup$ – MimSaad Aug 8 '16 at 15:20
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There are many open source datasets for speech available for free. You can find most at http://www.openslr.org

Beside that you can check http://voxforge.org

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