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Hardware Limitations and Scaling
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tag citation | ||
Zhou2015_deep_sea doi:10.1038/nmeth.3547 | ||
Chen2015_trans_species doi:10.1093/bioinformatics/btv315 | ||
Arvaniti2016_rare_subsets doi:10.1101/046508 | ||
Angermueller2016_single_methyl doi:10.1101/055715 | ||
Arvaniti2016_rare_subsets doi:10.1101/046508 | ||
Bengio2015_prec arXiv:1412.7024 | ||
Bergstra2011_hyper url:https://papers.nips.cc/paper/4443-algorithms-for-hyper-parameter-optimization.pdf | ||
Bergstra2012_random url:http://dl.acm.org/citation.cfm?id=2188395 | ||
Caruana2014_need arXiv:1312.6184 | ||
Chen2015_hashing arXiv:1504.04788 | ||
Chen2016_gene_expr doi:10.1093/bioinformatics/btw074 | ||
Chen2015_trans_species doi:10.1093/bioinformatics/btv315 | ||
Coates2013_cots_hpc url:http://www.jmlr.org/proceedings/papers/v28/coates13.html | ||
CudNN arXiv:1410.0759 | ||
Dean2012_nips_downpour url:http://research.google.com/archive/large_deep_networks_nips2012.html | ||
Dogwild url:https://papers.nips.cc/paper/5717-taming-the-wild-a-unified-analysis-of-hogwild-style-algorithms.pdf | ||
Edwards2015_growing_pains doi:10.1145/2771283 | ||
Elephas url:https://github.com/maxpumperla/elephas | ||
Gerstein2016_scaling doi:10.1186/s13059-016-0917-0 | ||
Gomezb2016_automatic arXiv:1610.02415 | ||
Graphlab doi:10.14778/2212351.2212354 | ||
Gupta2015_prec arXiv:1502.02551 | ||
Hadjas2015_cct arXiv:1504.04343 | ||
Hinton2015_dark_knowledge arXiv:1503.02531 | ||
Hinton2015_dk arXiv:1503.02531v1 | ||
Hubara2016_qnn arXiv:1609.07061 | ||
Krizhevsky2013_nips_cnn url:https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf | ||
Krizhevsky2014_weird_trick arXiv:1404.5997 | ||
Lacey2016_dl_fpga arXiv:1602.04283 | ||
Li2014_minibatch doi:10.1145/2623330.2623612 | ||
Mapreduce doi:10.1145/1327452.1327492 | ||
Meng2016_mllib arXiv:1505.06807 | ||
Moritz2015_sparknet doi:1511.06051 | ||
NIH2016_genome_cost url:https://www.genome.gov/27565109/the-cost-of-sequencing-a-human-genome/ | ||
RAD2010_view_cc doi:10.1145/1721654.1721672 | ||
Raina2009_gpu doi:10.1145/1553374.1553486 | ||
Sa2015_buckwild arXiv:1506.06438 | ||
Schatz2010_dna_cloud doi:10.1038/nbt0710-691 | ||
Schmidhuber2014_dnn_overview doi:10.1016/j.neunet.2014.09.003 | ||
Seide2014_parallel doi:10.1109/ICASSP.2014.6853593 | ||
Shaham2016_batch_effects arxiv:1610.04181 | ||
Spark doi:10.1145/2934664 | ||
Stein2010_cloud doi:10.1186/gb-2010-11-5-207 | ||
Su2015_gpu arXiv:1507.01239 | ||
Sun2016_ensemble arXiv:1606.00575 | ||
TensorFlow url:http://download.tensorflow.org/paper/whitepaper2015.pdf | ||
Vanhoucke2011_nips_cpu url:https://research.google.com/pubs/pub37631.html | ||
Wang2016_protein_contact doi:10.1101/073239 | ||
Yasushi2016_cgbvs_dnn doi:10.1002/minf.201600045 | ||
Zhou2015_deep_sea doi:10.1038/nmeth.3547 |
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