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Artificial Neural Networks for the NFL Draft
Trevor Berceau
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Data College Statistics 12 Features
Rushing & Receiving: Attempts, Yards, Average, Long, TD Combined: Fumbles, Fumbles Lost 12 Features Limit scope to 1 output (NFL 1-year Rushing Yards)
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Challenges Missing data Outliers – immeasurable factors?
Combine shown to be ineffective Will it perform comparable to humans?
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Procedure Neural Network Function Approximation Unprocessed Data
PCA via SVD Drop some inputs (receiving)?
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Status Unprocessed data – performs miserably
Processed features – perform better, will it be good enough? If successful, will be first tool capable of predicting a college football player’s performance with any accuracy
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