diff --git a/README.md b/README.md index 6bbc27b..826d8cd 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@ # Fast and Scalable Machine Learning: Algorithms and Systems -=== + A collection of papers about recent progress on machine learning and systems, covering following topics: diff --git a/dl_cnn.md b/dl_cnn.md index 9963fda..7171e59 100644 --- a/dl_cnn.md +++ b/dl_cnn.md @@ -1,5 +1,5 @@ ## Convolutional Nerual Netowrks ---- + ##### ImageNet Records - 2016 arXiv [Identity Mappings in Deep Residual Networks](http://arxiv.org/pdf/1603.05027v1.pdf) diff --git a/dl_opt.md b/dl_opt.md index 9432846..4eb5743 100644 --- a/dl_opt.md +++ b/dl_opt.md @@ -1,5 +1,5 @@ ## Optimization ---- + - 2016 ICLR [Data-Dependent Path Normalization in Neural Networks](http://arxiv.org/pdf/1511.06747v4.pdf) - 2016 Blog [An overview of gradient descent optimization algorithms](http://sebastianruder.com/optimizing-gradient-descent/index.html) diff --git a/dl_sys.md b/dl_sys.md index c77b462..16b7ebe 100644 --- a/dl_sys.md +++ b/dl_sys.md @@ -1,5 +1,5 @@ ##Deep Learning Systems ---- + ## Deep Learning Software / Frameworks - **[Caffe](http://caffe.berkeleyvision.org/)** @@ -26,8 +26,6 @@ 2016 arXiv [Theano: A Python framework for fast computation of mathematical expressions](http://arxiv.org/abs/1605.02688) - **[Torch](http://torch.ch/)** 2011 NIPSW [Torch7: A Matlab-like Environment for Machine Learning](http://cs.nyu.edu/~koray/files/2011_torch7_nipsw.pdf) - ## Speicific System - 2015 arXiv [Deep Speech 2: End-to-End Speech Recognition in English and Mandarin](http://arxiv.org/abs/1512.02595) diff --git a/matrix_fact.md b/matrix_fact.md index 39f3af1..046003c 100644 --- a/matrix_fact.md +++ b/matrix_fact.md @@ -1,5 +1,5 @@ # Matrix Factorization -=== + - 2016 WSDM [DiFacto — Distributed Factorization Machines](http://www.cs.cmu.edu/~yuxiangw/docs/fm.pdf) - 2015 CIKM [HDRF: Stream-Based Partitioning for Power-Law Graphs](http://www.fabiopetroni.com/Download/petroni- 2015HDRF.pdf)