PDF-Better Analytics Demand Better Dataflow

Apache NiFi Presented by Joe Witt Apache NiFi PPMC Member Apache NiFis job Enterprise Dataflow Management 1 Automate the flow of data from any source to systems which extract meaning and. Each Oracle CRM On Demand customer receives Premier Support from Oracle Software Support a broad set of tools and resources available 247 and Service Level Agreements Global Customer Support Offering Oracle Software Support Included with your subsc With features such as seamless Microsoft Outlook integration unified data mobility and customizability Oracle CRM On Demand Desktop provides sales professionals access to essen tial CRM data right at their fingertips With CRM On Demand Desktop 41 w (and the Naiad system). Frank McSherry. , Derek G. Murray,. Rebecca Isaacs, . Michael Isard. Microsoft Research, Silicon Valley. Data-parallel dataflow. 1. 2. 3. 4. 5. 1. 4. 2. 3. 6. 6. 5. A. B. C. D. Yahoo! Research. Programming and Debugging . Large-Scale Data Processing Workflows. Context. Elaborate processing of large data sets. e.g.:. web search pre-processing. cross-dataset linkage. web information extraction. Yuan Lin. 1. , Yoonseo Choi. 1. , Scott Mahlke. 1. , Trevor Mudge. 1. , . Chaitali. Chakrabarti. 2. 1. Advanced Computer Architecture Lab, University of Michigan at Ann Arbor. 2. Department of Electrical Engineering, Arizona State University. Yvette Porter-Lee, BS, MSJ. Manager, Staffing/ Budget. Nursing Administration - Overlook Hospital. Tamira Harris, PhD, MBA, MSN . Business Advisor. McKesson Connected Care and Analytics. Learning Objectives. Yvette Porter-Lee, BS, MSJ. Manager, Staffing/ Budget. Nursing Administration - Overlook Hospital. Tamira Harris, PhD, MBA, MSN . Business Advisor. McKesson Connected Care and Analytics. Learning Objectives. Sid Patel. Stanford Sustainable Systems . Lab. sidpatel@stanford.edu. Sam Borgeson. Convergence Data Analytics. sam@convergenceda.com. Problem statement. The grid has evolved without the benefit of a detailed understanding of . Derek G. Murray. Michael Isard. Frank McSherry. Paul Barham. Rebecca Isaacs. Martín Abadi. Microsoft Research. 1. Batch processing. Stream processing. Graph processing. Timely dataflow. In. ⋈. #x. Frank McSherry. , Derek G. Murray,. Rebecca Isaacs, Michael Isard. Microsoft Research, Silicon Valley. Data-parallel dataflow. 1. 2. 3. 4. 5. 1. 4. 2. 3. 6. 6. 5. A. B. C. D. E. k1:. k2:. k3:. Data-parallel dataflow. 2. A Base-Language. To serve as an intermediate-level language for high-level languages. To serve as a machine language for parallel machines. . - J.B. Dennis. ~ Data Flow Graphs ~. CPEG421-2001-F-Topic-3-II. Ministry (MoHE) Sultanate of Oman FAQ s 1. What is the DataFlow Group? The DataFlow Group is a leading global provider of specialized Primary Source Verification (PSV) solutions, and background scre To perform optimizations like constant propagation or dead code elimination, we must. Analyze program to find opportunities for performing optimizations safely. Transform program. Analysis is called . Shail Dave. 1. , . Youngbin. Kim. 2. , . Sasikanth. Avancha. 3,. Kyoungwoo. Lee. 2. , Aviral Shrivastava. 1. [1] Compiler Microarchitecture Lab, Arizona State University. [2] Department of Computer Science, Yonsei University.