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Technology CMU Lecture on Hadoop Performance

1. 1©MapR Technologies - Confidential Hadoop Performance 2. 2©MapR Technologies - Confidential Agenda  What is performance? Optimization?  Case 1: Aggregation …

Documents Mining the MACHO dataset Markus Hegland, Mathematical Sciences Institute, ANU Margaret Kahn, ANU...

Slide 1Mining the MACHO dataset Markus Hegland, Mathematical Sciences Institute, ANU Margaret Kahn, ANU Supercomputer Facility Slide 2 The MACHO project Woods data set Data…

Technology Cmu Lecture on Hadoop Performance

1.Hadoop Performance©MapR Technologies - Confidential12. Agenda What is performance? Optimization? Case 1: Aggregation Case 2: Recommendations Case 3: Clustering…

Documents Bootstrapping Goals: –Utilize a minimal amount of (initial) supervision –Obtain learning from...

Slide 1 Bootstrapping Goals: –Utilize a minimal amount of (initial) supervision –Obtain learning from many unlabeled examples (vs. selective sampling) General scheme:…

Documents AdaBoost Robert E. Schapire (Princeton University) Yoav Freund (University of California at San...

Slide 1 AdaBoost Robert E. Schapire (Princeton University) Yoav Freund (University of California at San Diego) Presented by Zhi-Hua Zhou (Nanjing University) Slide 2 Ensemble…

Documents 131 Feed-Forward Artificial Neural Networks MEDINFO 2004, T02: Machine Learning Methods for Decision...

Slide 1 131 Feed-Forward Artificial Neural Networks MEDINFO 2004, T02: Machine Learning Methods for Decision Support and Discovery Constantin F. Aliferis & Ioannis Tsamardinos…

Documents Stochastic Subgradient Approach for Solving Linear Support Vector Machines Jan Rupnik Jozef Stefan.....

Stochastic Subgradient Approach for Solving Linear Support Vector Machines Jan Rupnik Jozef Stefan Institute Outline Introduction Support Vector Machines Stochastic Subgradient…

Documents Adversarial Examples Google

Published as a conference paper at ICLR 2015 EXPLAINING AND HARNESSING ADVERSARIAL EXAMPLES Ian J. Goodfellow, Jonathon Shlens & Christian Szegedy Google Inc., Mountain…

Documents Learning Sets of Rules

Instance Based Learning CS 478 - Learning Rules 1 Learning Sets of Rules 1 CS 478 - Learning Rules 2 Learning Rules If (Color = Red) and (Shape = round) then Class is A If…

Documents Boosting and Differential Privacy Cynthia Dwork, Microsoft Research TexPoint fonts used in EMF. Read...

An Ad Omnia Approach to Defining and Achieving Private Data Analysis Boosting and Differential Privacy Cynthia Dwork, Microsoft Research TexPoint fonts used in EMF. Read…