Foundations of Machine Learning by Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar

Foundations of Machine Learning Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar ebook
Publisher: MIT Press
Format: pdf
Page: 432
ISBN: 9780262018258

Basically, machine learning gives at last turns its attention to art. Valiant, a Harvard professor whose work laid the theoretical foundations for machine learning. Feb 25, 2010 - Data analysis and machine learning are research areas at the intersection of computer science, artificial intelligence, mathematics and statistics. Jul 10, 2013 - The above scenarios give rise to fundamental theoretical questions in machine learning and form the basis of Boosting. Apr 8, 2014 - All courtesy of what is called "machine learning": the ability of artificial intelligence programs to learn from their own performance working with large data sets, enabling them to do things they are not explicitly programmed to do. While I like Vidyasagar's Learning and Generalization , it's more oriented towards probability and control, and omits contemporary topics like support vector machines, boosting, ranking, and on-line learning. Sep 30, 2012 - The book Foundations most resembles is actually Kearns and Vazirani — which is even more computational, and, being from 1994, leaves two decades of active work out of the picture. May 6, 2014 - The MSc Data Science course will begin in September and will have three core foundations – machine learning, high performance computing and data visualisation. Mar 10, 2011 - So perhaps it is hardly surprising that the 2010 Turing Award, announced on Wednesday, went to Leslie G. Sep 5, 2012 - “Our machine learning book, The Foundations of Machine Learning, is now published! Jun 19, 2009 - The workshop is on the relationship between database privacy and the theoretical foundations of statistics and machine learning. Oct 31, 2010 - Neuroscientists are beginning to understand the brain mechanisms underlying learning and how shared brain systems for perception and action support social learning. Jul 12, 2005 - In my opinion, the field of Machine Learning still lacks theoretical foundations. Art authentication is an increasingly fraught field, with artist-specific foundations, collectors and experts tangled over who has the final word over attribution. It also costs about three times (!) as much as Foundations .