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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE SPRING 2022 DATA SCIENCE BOOT CAMP

Mohammad Nooranidoost

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Roman Holowinsky, PhD

JUNE 08, 2022

DIRECTOR

DATE

TEAM

Genesis

Rose Weisshaar, Elif Poyraz, Mario Gomez Flores, Mohammad Nooranidoost, Tajudeen Mamadou

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Our project used machine learning to classify speech data by emotion. We use the CREMA-D dataset, which contains sentences spoken in different emotional tones by actors, and we explore how well we can classify emotion using features we extracted from the audio data. One of our classifiers was 5% more accurate than human raters of the same audios. The results of our project can help autistic children with emotional processing deficits perceive different emotional categories.

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github URL