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@@ -122,7 +122,7 @@ I wanted to create a notification system to help me stop biting my nails. It nee
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  #### Initial Data Collection and Normalization
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- The data was scraped from stock images sites and photos of myself were takwn with my webcam.
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  MTCNN (https://github.com/ipazc/mtcnn) was then used to crop the images down to only the show the mouth area
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  The images were then converted to a black & white colour scheme.
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  #### Initial Data Collection and Normalization
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+ The data was scraped from stock images sites and photos of myself were taken with my webcam.
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  MTCNN (https://github.com/ipazc/mtcnn) was then used to crop the images down to only the show the mouth area
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  The images were then converted to a black & white colour scheme.
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