Machine Learning Systems are Stuck in a Rut
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[1] Kenneth R. Gold. APL: A Programming Language. , 1970 .
[2] D. Rubin,et al. Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper , 1977 .
[3] Frédo Durand,et al. Halide: a language and compiler for optimizing parallelism, locality, and recomputation in image processing pipelines , 2013, PLDI 2013.
[4] 김종영. 구글 TensorFlow 소개 , 2015 .
[5] Jian Sun,et al. Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[6] Yuan Yu,et al. TensorFlow: A system for large-scale machine learning , 2016, OSDI.
[7] Song Han,et al. Deep Compression: Compressing Deep Neural Network with Pruning, Trained Quantization and Huffman Coding , 2015, ICLR.
[8] Demis Hassabis,et al. Mastering the game of Go with deep neural networks and tree search , 2016, Nature.
[9] Tianqi Chen,et al. Training Deep Nets with Sublinear Memory Cost , 2016, ArXiv.
[10] Alan Edelman,et al. Julia: A Fresh Approach to Numerical Computing , 2014, SIAM Rev..
[11] Samy Bengio,et al. Device Placement Optimization with Reinforcement Learning , 2017, ICML.
[12] Dustin Tran,et al. Mesh-TensorFlow: Deep Learning for Supercomputers , 2018, NeurIPS.
[13] Geoffrey E. Hinton,et al. Matrix capsules with EM routing , 2018, ICLR.
[14] Alexander Heinecke,et al. Anatomy of High-Performance Deep Learning Convolutions on SIMD Architectures , 2018, SC18: International Conference for High Performance Computing, Networking, Storage and Analysis.
[15] Albert Cohen,et al. Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions , 2018, ArXiv.
[16] Matei Zaharia,et al. Optimizing DNN Computation with Relaxed Graph Substitutions , 2019, MLSys.
[17] Frédo Durand,et al. Learning to optimize halide with tree search and random programs , 2019, ACM Trans. Graph..
[18] Alexander Aiken,et al. Beyond Data and Model Parallelism for Deep Neural Networks , 2018, SysML.
[19] S. Sagar Imambi,et al. PyTorch , 2021, Programming with TensorFlow.