PPT-Rahul Sharma (Stanford) Michael Bauer (NVIDIA Research) Alex Aiken (Stanford)

Rahul Sharma Stanford Michael Bauer NVIDIA Research Alex Aiken Stanford Verification of ProducerConsumer Synchronization in GPU Programs June 15 2015 Rahul Sharma Michael Bauer Outline. stanfordedu Sergei Vassilvitskii Stanford University Stanford CA sergeicsstanfordedu ABSTRACT The kmeans method is an old but popular clustering algo rithm known for its observed speed and its simplicity Until recently however no meaningful theoretic edu Corinna Cortes Google Research 76 Ninth Avenue New York NY 10011 corinnagooglecom Mehryar Mohri Courant Institute and Google 251 Mercer Street New York NY 10012 mohricimsnyuedu Ana Radovanovic Google Research 76 Ninth Avenue New York NY 10011 ana b The rolling shutter used by sensors in these cameras also produces warping in the output frames we have exagerrated the effect for illustrative purposes c We use gyroscopes to measure the cameras rotations during video capture d We use the measure Jin Kim Michael I ordan and Shankar Sastry Uni ersity of California Berk ele CA 94720 Abstract Autonomous helicopter 64258ight represents challenging control problem with comple x noisy dynamics In this paper we describe successful application of re The key innovation is a representation of the data association posterior in information form in which the proxim ity of objects and tracks are expressed by numerical links Updating these links requires linear time compared to exponential time requir Ho we er their perf ormance critically depends on lar ge number of modeling parameters which can be ery dif64257cult to obtain and ar often set via signi64257cant manual tweaking and at gr eat cost of engineering time In this paper we pr opose metho PieterAbbeelpabbeel@cs.stanford.eduMorganQuigleymquigley@cs.stanford.eduAndrewY.Ngang@cs.stanford.eduComputerScienceDepartment,StanfordUniversity,Stanford,CA94305,USAAbstractInthemodel-basedpolicysear *Correspondence:dbergmann@stanford.eduDepartmentofBiology,StanfordUniversity,Stanford,CA94305-5020,USAHowardHughesMedicalInstitute,Stanford,USAFulllistofauthorinformationisavailableattheendofthearticl Michael Bauer (NVIDIA Research). Alex Aiken (Stanford). Verification of Producer-Consumer Synchronization in GPU Programs. June 15, 2015. Rahul Sharma. . Michael Bauer . Outline. GPU background. Stanford University School of Medicine Page 1 of 6 Name: Today's date: Address: City, st StanfordUniversity,353SerraMallRoom206,Stanford,CA94305,Phone:650-714-4426,Fax:650-723-0033yComputeScienceDepartment,StanfordUniversity,Stanford,CA,email:aselle@cs.stanford.eduzCollegeofComputing,Geo Michael Bauer (NVIDIA Research). Alex Aiken (Stanford). Verification of Producer-Consumer Synchronization in GPU Programs. June 15, 2015. Rahul Sharma. . Michael Bauer . Outline. GPU background. Benchmark and Competition. Cody Coleman. ,. . Deepak . Narayanan, Daniel Kang, Tian . Zhao, Jian Zhang,. Luigi . Nardi. , Peter . Bailis. , . Kunle. . Olukotun. , Chris . Ré. , . Matei. . Zaharia. http://. nanolabs.stanford.edu. The science and technology of the nanoscale is one of the most promising areas in science and engineering today. The ability to create materials and devices at the scale of one-billionth of a meter will have applications in every area of life, from more effective medicines to ultrafast communications and cleaner fuels. .