available (e.g., BLAS, CuBLAS, MAGMA, etc.); distributed computation of dense BLAS-like or LAPACK-like operations on GPUs – poorly developed; existing solutions (e.g., ScaLapack for CPUs) – not well-integrated with higher-level languages and require low-level programming, lengthening experiment and development time 1. Over 500 1. Classifier (e.g. an 1. Hadoop or 1. Visualize 1. Preserve -- -- Organizing million images SVM), a process enhanced large-scale 3D privacy for Large-Scale uploaded to social that is often hard MapReduce users and Unstructured media sites each to parallelize navigate digital rights for Collections of day 2. Features seen in large-scale media Consumer many large-scale collections of Photos image processing images that problems have been aligned to maps 1. Distributed 1. Various 1. Hadoop and 1. Data 1. Security and 1. Standardized data 1. Low-level Truthy Twitter data sources data analysis HDFS (platform) retrieval and privacy policy structures/ formats data storage Data 2. Large volume for anomaly 2. IndexedHBase, dynamic with extremely high
available (e.g., BLAS, CuBLAS, MAGMA, etc.); distributed computation of dense BLAS-like or LAPACK-like operations on GPUs – poorly developed; existing solutions (e.g., ScaLapack for CPUs) – not well-integrated with higher-level languages and require low-level programming, lengthening experiment and development time Organizing Large-Scale Unstructured Collections of Consumer Photos 1. Over 500 million images uploaded to social media sites each day 1. Classifier (e.g. an SVM), a process that is often hard to parallelize 2. Features seen in many large-scale image processing problems 1. Hadoop or enhanced MapReduce 1. Visualize large-scale 3D navigate large-scale collections of images that have been aligned to maps 1. Preserve privacy for users and digital rights for media -- -- Truthy Twitter Data 1. Distributed data sources 2. Large volume 1. Various data analysis for anomaly 1. Hadoop and HDFS (platform) 2. IndexedHBase, 1. Data retrieval and dynamic 1. Security and privacy policy 1. Standardized data structures/ formats with extremely high 1. Low-level data storage