MXNet swMATH ID: 20940 Software Authors: T. Chen, M. Li, Y. Li, M. Lin, N. Wang, M. Wang, T. Xiao, B. Xu, C. Zhang, Z. Zhang Description: MXNet is a deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. At its core, MXNet contains a dynamic dependency scheduler that automatically parallelizes both symbolic and imperative operations on the fly. A graph optimization layer on top of that makes symbolic execution fast and memory efficient. MXNet is portable and lightweight, scaling effectively to multiple GPUs and multiple machines. MXNet is also more than a deep learning project. It is also a collection of blue prints and guidelines for building deep learning systems, and interesting insights of DL systems for hackers Homepage: https://mxnet.apache.org Source Code: https://github.com/dmlc/mxnet Related Software: TensorFlow; PyTorch; Caffe; Python; Theano; Keras; Adam; ImageNet; CNTK; Scikit; DiffSharp; Torch; Chainer; NumPy; AlexNet; Julia; MNIST; ONNX; PRMLT; COMSOL Cited in: 15 Publications all top 5 Cited by 62 Authors 3 Haghighat, Ehsan 3 Juanes, Ruben 2 Anandkumar, Anima 2 Kossaifi, Jean 1 An, Aijun 1 Arbabifard, Kamyar 1 Bekar, Ali Can 1 Benidis, Konstantinos 1 Bilionis, Ilias 1 Bohlke-Schneider, Michael 1 Chen, Bao Xin 1 Deng, Jiarui 1 Flunkert, Valentin 1 Forsyth, Peter A. 1 Furlanello, Tommaso 1 Gasthaus, Jan 1 Ge, Rong 1 Goel, Rishab 1 Gómez, Héctor J. 1 Gudivada, Venkat N. 1 Hu, Yonggang 1 Jain, Kshitij 1 Januschowski, Tim 1 Janzamin, Majid 1 Karumuri, Sharmila 1 Kazemi, Seyed Mehran 1 Khanna, Aran 1 Ko, Seyoon 1 Kobyzev, Ivan 1 Kolbeinsson, Arinbjorn 1 Li, Yipeng 1 Lipton, Zachary C. 1 Liu, Junfeng 1 Lou, Shuting 1 Lyu, Shanxiang 1 Maddix, Danielle C. 1 Madenci, Erdogan 1 Moure, Adrian 1 Panchal, Jitesh H. 1 Papagelis, Manos 1 Poupart, Pascal 1 Raissi, Maziar 1 Rangapuram, Syama Sundar 1 Salinas, David 1 Schulz, Jasper 1 See, John 1 Sethi, Akshay 1 Shen, Lina 1 Song, Ruiyang 1 Stella, Lorenzo 1 Tripathy, Rohit K. 1 Tufféry, Stéphane 1 Türkmen, Ali Caner 1 Wang, Wenfeng 1 Wang, Yuyang 1 Won, Joong-Ho 1 Xu, Kuang 1 Yang, Cong 1 Zhang, Yunhui 1 Zhang, Zhikai 1 Zhao, Xing 1 Zhou, Hua all top 5 Cited in 8 Serials 3 Computer Methods in Applied Mechanics and Engineering 3 Journal of Machine Learning Research (JMLR) 2 Machine Learning 1 Journal of Computational Physics 1 Chaos, Solitons and Fractals 1 Statistical Science 1 Probability in the Engineering and Informational Sciences 1 Foundations and Trends in Machine Learning all top 5 Cited in 9 Fields 11 Computer science (68-XX) 5 Numerical analysis (65-XX) 3 Statistics (62-XX) 2 Mechanics of deformable solids (74-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Partial differential equations (35-XX) 1 Probability theory and stochastic processes (60-XX) 1 Operations research, mathematical programming (90-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year