Homepage alex.smola.org/teaching/cmu2013-10-701/ Online Learning, Bandits, Reinforcement Learning. • Scalability Machine learning tutorial. 14 Jan 2017 In this talk at AI Frontiers Conference, Alex Smola gives a brief Alex Smola AWS Machine Learning Scalable Deep Learning Using MXNet; 2. . Tutorials, examples • Platform support (Linux, Windows, OS X, mobile ) 18 Nov 2016 Scale kernel to accommodate spacing of data. Tuning it. Cross validation. Expected log-likelihood. Alexander J. Smola: An Introduction to Machine Learning. 3 May 2012 Instructor: Alex Smola (available 1-3pm Tuesdays in Evans 418) Scalable Machine Learning occurs when Statistics, Systems, Machine Deep Reinforcement Learning, Decision Making, and Control neural network models with simple and scalable training algorithms, have made a Alex Smola. 11 May 2017 Alex is recognized as one of the world's top machine learning experts. Alex also talks about how to design efficient algorithms at scale. Large Scale Online Learning by Bottou, Le Cun Required; Burges, Christopher J. C.; A Tutorial on Support Vector Machines for Pattern Recognition, Data Mining and Bernhard Scholkopf and Alexander J. Smola, MIT Press, 2002. List of computer science publications by Alexander J. Smola. Scaling Distributed Machine Learning with the Parameter Server. OSDI 2014: 583-598 J. Smola: WWW 2011 invited tutorial overview: latent variable models on the internet.{muli, dga, junwoop}@cs.cmu.edu, alex@smola.org, {amra, vanjaj, jamlong, shekita, requisite for solving large scale machine learning prob- lems. At scale, no