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Building AI for Emotion Detection

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Introduction     Machines have been able to recognize and differentiate between faces for a few years now, but the human face has a purpose outside of identity. Mouths and eyebrows are vital to human communication and allow us to convey tone and emotion without the use of words or gestures. If machines gained the capability to interpret facial expressions into human emotion, it would open a whole new world of sentiment analysis. While the capability is obviously great, this task is hard for many humans to perform. Humans ofte n misinterpret non-verbal signals either due to the similarity of two emotions or due to incorrect assumptions of tone. For our example we are seeking to discriminate between eight key emotions: Happy, Sad, Contempt, Disgust, Fear, Anger, Surprise, and Neutral. As discussed earlier we can see how some of these emotions represent similar  feelings, such as Contempt and Disgust, and how other emotions may evoke similar reactions, such as Fear and Surprise. All these