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Last active July 16, 2022 10:21
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Effects of emergence on example machine learning problems (Shahab, 2017)
Example ML problem Feature space Feature noise Emergence barrier Prediction success
Character recognition handwritten character images high none high
Speech recognition sound waves high none high
Weather predictions climate sensor data high weak high
Recommendation system historic preferences, likes, etc. low weak moderate
Ad-click prediction historic click behavior low weak moderate
Device failure prediction sensor data high weak moderate
Healthcare outcome predicitons patient data, vital signs, behavior, etc. high strong low
Melting/boiling point prediction molecular/atomic structure low strong low
Stock prediction historic stock value, news articles, etc. low strong low
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