![]() 2ģ Traditional Programming Data Program Computer Output Machine Learning Data Output Computer Program 3Ĥ Why Bother with Machine Learning? Btw, Machine Learning ~ Data Mining Necessary for AI Learn concepts that people don t have time for ( drowning in data starved for knowledge ) Mass customization (adapt software to each) Super-human learning/discovery 4ĥ Quotes A break through in machine learning would be worth ten Microsofts (Bill Gates) Machine learning is the next Internet (Tony Tether, Former Director, DARPA) Machine learning is the hot new thing (John Hennessy, President, Stanford) Web rankings today are mostly a matter of machine learning (Prabhakar Raghavan, Dir. 1 Machine Learning Mausam (based on slides by Tom Mitchell, Oren Etzioni and Pedro Domingos)Ģ What Is Machine Learning? A computer program is said to learn from experience E with respect to some class of tasks T and a performance measure P if it improves performance on T (according to P) with more E. ![]()
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