PPT-Dynamic Race Prediction in 

Linear Time Umang Mathur Dileep Kini Mahesh Viswanathan University of Illinois at Urbana Champaign Debugging concurrent p rograms is a nightmare Reasoning about all possible interleavings . Elad. . Hazan. (. Technion. ). Satyen Kale . (Yahoo! Labs). Shai. . Shalev-Shwartz. (Hebrew University). Three Prediction Problems: . I. Online Collaborative Filtering. Users: . {1, 2, …, m}. Movies: . Assumptions on noise in linear regression allow us to estimate the prediction variance due to the noise at any point.. Prediction variance is usually large when you are far from a data point.. We distinguish between interpolation, when we are in the convex hull of the data points, and extrapolation where we are outside.. Mika Karikari, Miami University. ,. @. MikaKarikari, she/her/hers. Paul . Porter, Indiana University School of Medicine @DrPaulPorter he/him/his. Suresh . Mudragada, Macalester College, @sureshmudragada, he/him/his. Saehoon Kim. §. , . Yuxiong He. *. ,. . Seung-won Hwang. §. , . Sameh Elnikety. *. , . Seungjin Choi. §. §. *. Web Search Engine . Requirement. 2. Queries. High quality + Low latency. This talk focuses on how to achieve low latency without compromising the quality. Racism. ≠ . Ethnocentrism. There is a legitimate place for the concept of race in biology; indeed it is . important for conservation of wildlife. Species. : organisms that breed with each other, but . Swarnendu Biswas. , UT Austin. Man Cao. , Ohio State University. Minjia Zhang. , Microsoft Research. Michael D. Bond. , Ohio State University. Benjamin P. Wood. , Wellesley College. CC 2017. A Java Program With a Data Race. Matthew S. Gerber, Ph.D.. Assistant Professor. Department of Systems and Information Engineering. University of Virginia. IACA Presentations on Social Media. The Modern Analyst. and Social Media (Woodward). Presented . By:. . Rakhee . Barkur. . (1001. 096946. ). rakhee.barkur@mavs.uta.edu. 1. Advisor: Dr. K. R. Rao . Department of Electrical Engineering . University of Texas, Arlington. EE . 5359 Multimedia . 1ST RACE 5TH RACE ST DIOTIMIA(5) WIN Daniel P. Eleuterio, . Office of Naval Research. Jessie Carman, NOAA Office of Ocean and Atmosphere Research. Fred . Toepfer. , NOAA National Weather Service. Dave . McCarren. , Naval Meteorology and Oceanography Command. THE RACE. The horses race for 1 ¼ miles which takes about 2 minutes.. The Kentucky Derby is sometimes called the “most exciting two minutes in sports”.. THE RACE. All horses that run in the Derby are 3 year old horses. Each colt (young male horse) must carry 126 pounds. Each filly (young female horse) must carry 121 pounds.. 19801990200020102008-12ACS white non-Hispanic black non-Hispanic Hispanic Native American race Asian and Pacific Islander race Hawaiian race Indian birth/race Chinese birth/race Filipino birth/race Saehoon Kim. §. , . Yuxiong He. *. ,. . Seung-won Hwang. §. , . Sameh Elnikety. *. , . Seungjin Choi. §. §. *. Web Search Engine . Requirement. 2. Queries. High quality + Low latency. This talk focuses on how to achieve low latency without compromising the quality. Dynamic Apex. Enables you to create more flexible applications by providing you the ability to access . sObject. and field metadata descriptions.. Allows you to write dynamic SOQL and SOSL queries and dynamic DML..