PPT-Some RNN Variants

Arun Mallya Best viewed with Computer Modern fonts installed Outline Why Recurrent Neural Networks RNNs The Vanilla RNN unit The RNN forward pass Backpropagation refresher The RNN backward pass. Socher. , Bauer, Manning, NG 2013. Problem. How can we parse a sentence and create a dense representation of it? . N-grams have obvious . problems, most important is . sparsity. Can we resolve syntactic ambiguity with context? “They ate . Gil . McVean. There are no new questions in population genetics. …only new types of data. Genome sequences of entire populations. Data with linkage to deep phenotype information. Data from multiple species. Lipika. Ray. 4th . June 2010. Heritability:. Phenotype (P) = genotype (G) + environmental factors (E). (observed) (unobserved) (unobserved). Variances:. Heritability is defined as ratio of variances, by expressing the proportion of the phenotypic variance that can be attributed to variance of genotypic values:. M. achine . T. ranslation. EMNLP. ’. 14 paper by . K. yunghyun. . C. ho, et al.. Recurrent Neural Networks (1/3). 2. Recurrent Neural . Networks (2/3). A variable-length sequence . x . = (x. 1. , …, . Abhishek Narwekar, Anusri Pampari. CS 598: Deep Learning and Recognition, Fall 2016. Lecture Outline. Introduction. Learning Long Term Dependencies. Regularization. Visualization for RNNs. Section 1: Introduction. Li Deng . Deep Learning Technology Center. Microsoft AI and Research Group. Invited Presentation at NIPS Symposium, December 8, 2016. Outline. Topic one. : RNN versus Nonlinear Dynamic Systems;. sequential discriminative vs. generative models. Karchin Lab. Department of Biomedical Engineering. Institute of Computational Medicine. Johns Hopkins University. SSID: . ASHGWORKSHOP. WiFi. Password. : . ASHGWORKSHOP. Select the SSID: . ASHGWORKSHOP. Xueying. Bai, . Jiankun. Xu. Multi-label Image Classification. Co-occurrence dependency. Higher-order correlation: one label can be predicted using the previous label. Semantic redundancy: labels have overlapping meanings (cat and kitten). . (CVPR. . 2015). Presenters:. . Tianlu. . Wang. ,. . Y. i. n . Zhang . Oct. ober. 5. th. Human: A young girl asleep on the sofa cuddling a stuffed bear.. NIC: A baby is asleep next to a teddy bear.. Zachary . C. Lipton . zlipton@cs.ucsd.edu. Time. . series. Definition. ：. A.  time series is a series of . data. . points.  indexed (or listed or graphed) in time order. . It . is a sequence of . Persian for Farsi and call the other two variants Tajiki-Persian and Dari-Persian This type of labeling clearly shows the relationship between the three variants given the fact that all three variants Sample & Methods. . 100 index cases (IC): 87 adults and 13 children; 8 were severe forms. . Identifies variants were traced in 36 relatives. NGS panel: LDLR, APOB, PCSK9, LDLRAP1 and APOE . (. 11% of the edited variants were insertions and 4% were deletions.. RESULTS. Chromosome 29 was used to compare 1000 Bull Genomes Project run7 to local AGIL data.. 1000 Bull Genomes Project run 7 identified 149,684 variants on chromosome 29. Human Language Technologies. Giuseppe Attardi. Some slides from . Arun. . Mallya. Università di Pisa. Recurrent. RNNs are called . recurrent.  because they perform the same task for every element of a sequence, with the output depending on the previous values..