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Title: GitHub - cigolabs/deepframeworks: Evaluation of Deep Learning Frameworks

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Description: Evaluation of Deep Learning Frameworks. Contribute to cigolabs/deepframeworks development by creating an account on GitHub.

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X Description: Evaluation of Deep Learning Frameworks. Contribute to cigolabs/deepframeworks development by creating an account on GitHub.

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README.mdhttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks/blob/master/README.md
READMEhttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#evaluation-of-deep-learning-toolkits
Caffehttps://github.com/BVLC/caffe
CNTKhttps://cntk.codeplex.com/
TensorFlowhttps://github.com/tensorflow/tensorflow
Theanohttps://github.com/Theano/Theano
Torchhttps://github.com/torch/torch7
Modeling Capabilityhttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#modeling-capability
Interfaceshttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#interfaces
Model Deploymenthttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#model-deployment
Performancehttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#performance
Architecturehttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#architecture
Ecosystemhttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#ecosystem
Cross-platformhttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#cross-platform
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#modeling-capability
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#caffe-
architecture sectionhttps://patch-diff.githubusercontent.com/cigolabs/deepframeworks#architecture
https://camo.githubusercontent.com/031ffc635731ed1a73aff2ee69dab4562ffe026e0592cda0558a9da3b2d9d631/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f325f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#cntk-
started the deep learning crazehttp://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.185.1908&rep=rep1&type=pdf
https://camo.githubusercontent.com/e006534cf3c3375a361ae2f5fbc52e03ffd634210c648495b7a84aed2cd2c954/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f345f616e645f615f68616c665f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#tensorflow-
herehttps://github.com/tensorflow/tensorflow/issues/7
herehttps://groups.google.com/a/tensorflow.org/forum/?utm_medium=email&utm_source=footer#!msg/discuss/B8HyI0tVtPY/aR43OIuUAwAJ
not available yethttps://groups.google.com/a/tensorflow.org/forum/?utm_medium=email&utm_source=footer#!msg/discuss/lwgaL7WEuW4/UXaL4bYkAgAJ
bucketing trickhttps://www.tensorflow.org/versions/r0.8/tutorials/seq2seq/index.html#bucketing-and-padding
beam searchhttps://github.com/tensorflow/tensorflow/issues/654
https://camo.githubusercontent.com/e006534cf3c3375a361ae2f5fbc52e03ffd634210c648495b7a84aed2cd2c954/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f345f616e645f615f68616c665f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#theano-
Blockshttps://github.com/mila-udem/blocks
Kerashttps://github.com/fchollet/keras
scanhttp://deeplearning.net/software/theano/tutorial/loop.html
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#torch-
non-official extensionhttps://github.com/Element-Research/rnn
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#interfaces
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#caffe--1
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#cntk--1
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#tensorflow--1
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#theano--1
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#torch--1
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#model-deployment
https://camo.githubusercontent.com/c19dddbce19d2b50b7d290a1c6f7fc50d8cceb8de07b888ce45d23ff3a5f4eed/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f355f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#caffe--2
herehttps://github.com/MSRDL/caffe
https://camo.githubusercontent.com/e006534cf3c3375a361ae2f5fbc52e03ffd634210c648495b7a84aed2cd2c954/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f345f616e645f615f68616c665f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#cntk--2
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#tensorflow--2
Eigenhttp://eigen.tuxfamily.org
https://camo.githubusercontent.com/2f5b079e1a44087dc6e383737fbad13c0e3f12d7925139cdb90965e1f552c8c6/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f335f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#theano--2
https://camo.githubusercontent.com/2f5b079e1a44087dc6e383737fbad13c0e3f12d7925139cdb90965e1f552c8c6/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f335f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#torch--2
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#performance
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#single-gpu
benchmarking for ConvNetshttps://github.com/soumith/convnet-benchmarks
https://camo.githubusercontent.com/c19dddbce19d2b50b7d290a1c6f7fc50d8cceb8de07b888ce45d23ff3a5f4eed/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f355f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#tensorflow-and-torch-
refhttps://github.com/soumith/convnet-benchmarks/blob/efb3d9321d14856f49951980dbea2f554190161a/README.md
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https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#theano--3
this benchmarkhttp://arxiv.org/pdf/1211.5590v1.pdf
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#multi-gpu
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#architecture
https://camo.githubusercontent.com/2f5b079e1a44087dc6e383737fbad13c0e3f12d7925139cdb90965e1f552c8c6/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f335f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#caffe--3
long-list of layers implemented in (official) caffehttps://github.com/BVLC/caffe/tree/master/src/caffe/layers
Forward_gpu and Backward_gpuhttps://github.com/BVLC/caffe/blob/master/src/caffe/layers/cudnn_conv_layer.cu
proto filehttps://github.com/BVLC/caffe/blob/master/src/caffe/proto/caffe.proto#L1046
my own answer on Quorahttps://www.quora.com/How-is-TensorFlow-architected-differently-from-Caffe
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#cntk
https://camo.githubusercontent.com/c19dddbce19d2b50b7d290a1c6f7fc50d8cceb8de07b888ce45d23ff3a5f4eed/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f355f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#tensorflow--3
white paperhttp://download.tensorflow.org/paper/whitepaper2015.pdf
https://camo.githubusercontent.com/7eeb8591bf494f22543bf4d3bbbf18bc52439af6cb922670dd9b15eeb36adbd8/687474703a2f2f692e736e61672e67792f734a6c5a652e6a7067
https://camo.githubusercontent.com/2f5b079e1a44087dc6e383737fbad13c0e3f12d7925139cdb90965e1f552c8c6/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f335f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#theano--4
https://camo.githubusercontent.com/c19dddbce19d2b50b7d290a1c6f7fc50d8cceb8de07b888ce45d23ff3a5f4eed/687474703a2f2f7777772e7770636c69706172742e636f6d2f7369676e735f73796d626f6c2f73746172732f355f737461725f726174696e675f73797374656d2f2e63616368652f355f537461725f526174696e675f53797374656d5f355f73746172732e706e67
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#torch--3
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#ecosystem
https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#cross-platform
blog posthttp://www.kentran.net/2014/12/challenges-in-machine-learning-practice.html
Readme https://patch-diff.githubusercontent.com/cigolabs/deepframeworks#readme-ov-file
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