PPT-Overcoming Resource Underutilization in Spatial CNN Acceler

Yongming Shen Michael Ferdman Peter Milder COMPAS Lab Stony Brook University CNN on FPGAs Convolutional Neural Networks CNNs Best known method for object recognition Simonyan . Dis couraged workers are included in U4 The U5 and U6 mea sures which are broader still include all persons marginally attached to the labor force U6 also includes involuntary parttime workers All of these data come from the Current Population Surve If you dont find the answers at each stop be sure to ask your tour guide INTRODUCTION THEATER Lear n about the evolution of a news story from interviews in the field to satellites far beyond Earths atmosphere to newsrooms and then to televisions and What is ideology?. What . is ideology?. Van . Dijk. calls ideology a form of . social cognition. …. What . is ideology?. Van . Dijk. calls ideology a form of . social cognition. …. Ideologies are not just any kind of social beliefs, but the fundamental, axiomatic beliefs underlying the social representations shared by a group. The judge ruled that former backup singer Tomi Rae Hynie, who claims she was the singer's fourth wife, could return to Brown's Hynie has said she hoped to retrieve some personal items from the home, b WHO CONTRIBUTED IMMENSELY TO THE DEVELOPMENT OF INTERNATIONAL BROADCAST MEDIA. . . Wolf Blitzer. . Dan Rather. . Anderson Cooper. . Howard . Cosell. . . Timothy . Russert. .. . Christiane . Amanpou. Yongming Shen. , Michael . Ferdman. , Peter Milder. COMPAS Lab, Stony Brook University. CNN . on FPGAs. Convolutional Neural Networks (CNNs). Best known method for object recognition [. Simonyan. , . Overcoming Temptations. Temptation defined:. Webster’s Dictionary. a strong urge or desire to have or do something. something that causes a . strong urge or desire. to have or do something and especially something that is . CNN. KH Wong. CNN. V7b. 1. Introduction. Very Popular: . Toolboxes: . tensorflow. , . cuda-convnet. and . caffe. (user friendlier). A high performance Classifier (multi-class). Successful in object recognition, handwritten optical character OCR recognition, image noise removal etc.. Moitreya Chatterjee, . Yunan. . Luo. Image Source: Google. Outline – This Section. Why do we need Similarity Measures. Metric Learning as a measure of Similarity. Notion of a metric. Unsupervised Metric Learning. By Blake Ellis and Melanie Hicken, Senior Writers . Email us at watchdog@cnn.com. watchdog@cnn.com. Munif. CNN. The (CNN. ) . consists of: . . Convolutional layers. Subsampling Layers. Fully . connected . layers. Has achieved state-of-the-art result for the recognition of handwritten digits. Neural . Deep Learning Architectures. feed-forward . networks. auto-encoders (output want to recover input image, middle layer smaller - use results of middle layer for compression. ). recurrent neural networks (RNNs) (backward feeding at run time as part of input into middle . for Seizure Detection. V. Shah, . M. Golmohammadi, S. Ziyabari,. E. Von Weltin, I. Obeid and J. Picone. Neural Engineering Data Consortium. Temple University. Abstract. Clinical scalp EEG records contain many types of artifacts that pose serious challenges for machine learning technology.. Li et al, 2018 . Outline. Background. Methods. Results. Background. Object . detection. : . classification. + . . localization. Classifcation. : . what. . is. the . object. ?. Localization. : . where.