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Foundations of Machine Learning Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar
Publisher: MIT Press

May 21, 2013 - Several different forms of theoretical foundations for machine learning have been developed over the years for different settings. Disclaimer: Firstly, I'm no expert on machine learning. Dec 28, 2013 - The last decade or more has also given rise to many new problem areas that call for novel methods (e.g., machine learning). Do they call for new foundations? Dec 14, 2008 - AAAI's AITopics Machine Learning explores how we can build computer systems that automatically improve with experience, and what are the fundamental laws that govern all learning processes. 2012, 334 pages), a monograph written by J. Lavrac, presents the foundations, techniques and selected applications of rule learning as investigated in classical machine learning and modern data mining. Jul 12, 2005 - In my opinion, the field of Machine Learning still lacks theoretical foundations. Dec 22, 2013 - I think that machine learning is going to be playing a bigger and bigger role in SEO, and so I think it is important that we have a basic understanding of how it works. Whilst Hummingbird was an algorithm update rather than an infrastructure update, we can't shake the feeling that it is setting the foundations for something yet to come. Jan 27, 2014 - 機器學習基石 - 林軒田 (Machine Learning Foundations - Prof. Feb 27, 2014 - 7 covers both resampling (cross-validation and bootstrap) and machine learning classification (LDA, kNN) and regression (neural net) methods. Or, can existing foundations be relevant here too?