我从刚发布的MLPerf发现了一个惊天事实

最近通过别人总结的Deep Learning Roadmap看了不少深度学习的论文,论文真的有很多,上百篇真的看不过来了。

正好今天吴恩达、Jeff Dean等大佬联合发布的机器学习软件测试基准平台MLPerf,我就去官网瞅了一眼,看到了一个很关键的信息,就是这个测试的基准model的来源,这不正好就是图像分类、物体检测、机器学习、语音识别、推荐系统、情感分析、强化学习这7大领域必看的最最最重要的文章吗?所以连这几篇文章都没看过,就不要说你熟悉深度学习了。

我就直接列出来,你们直接看黑体字和下划线去Google搜吧!

Image Classification

Dataset: Russakovsky, O.; Deng, J.; Su, H.; Krause, J.; Satheesh, S.; Ma, S.; Huang, Z.; Karpathy, A.; Khosla, A.; Bernstein, M. S.; Berg, A. C. & Li, F.-F. (2014), 'ImageNet Large Scale Visual Recognition Challenge', CoRR abs/1409.0575.

Model: He, K.; Zhang, X.; Ren, S. & Sun, J. (2015), 'Deep Residual Learning for Image Recognition', CoRR abs/1512.03385.

Object Identification

Dataset: Lin, T.-Y.; Maire, M.; Belongie, S. J.; Bourdev, L. D.; Girshick, R. B.; Hays, J.; Perona, P.; Ramanan, D.; Dollбr, P. & Zitnick, C. L. (2014), 'Microsoft COCO: Common Objects in Context', CoRR abs/1405.0312.

Model: He, K.; Gkioxari, G.; Dollбr, P. & Girshick, R. B. (2017), 'Mask R-CNN', CoRR abs/1703.06870.

Translation

Dataset: WMT English-German from Bojar, O.; Buck, C.; Federmann, C.; Haddow, B.; Koehn, P.; Monz, C.; Post, M. & Specia, L., ed. (2014), Proceedings of the Ninth Workshop on Statistical Machine Translation, Association for Computational Linguistics, Baltimore, Maryland, USA.

Model: Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, L. & Polosukhin, I. (2017), 'Attention Is All You Need', CoRR abs/1706.03762.

Speech-to-Text

Dataset: Panayotov, V.; Chen, G.; Povey, D. & Khudanpur, S. (2015), Librispeech: An ASR corpus based on public domain audio books, in '2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)', pp. 5206-5210.

Model: Amodei, D.; Anubhai, R.; Battenberg, E.; Case, C.; Casper, J.; Catanzaro, B.; Chen, J.; Chrzanowski, M.; Coates, A.; Diamos, G.; Elsen, E.; Engel, J.; Fan, L.; Fougner, C.; Han, T.; Hannun, A. Y.; Jun, B.; LeGresley, P.; Lin, L.; Narang, S.; Ng, A. Y.; Ozair, S.; Prenger, R.; Raiman, J.; Satheesh, S.; Seetapun, D.; Sengupta, S.; Wang, Y.; Wang, Z.; Wang, C.; Xiao, B.; Yogatama, D.; Zhan, J. & Zhu, Z. (2015), 'Deep Speech 2: End-to-End Speech Recognition in English and Mandarin', CoRR abs/1512.02595.

Recommendation

Dataset: Harper, F. M. & Konstan, J. A. (2015), 'The MovieLens Datasets: History and Context', ACM Trans. Interact. Intell. Syst. 5(4), 19:1--19:19.

Model: He, X.; Liao, L.; Zhang, H.; Nie, L.; Hu, X. & Chua, T.-S. (2017), 'Neural Collaborative Filtering', CoRR abs/1708.05031.

Sentiment Analysis

Dataset: Maas, A. L.; Daly, R. E.; Pham, P. T.; Huang, D.; Ng, A. Y. & Potts, C. (2011), Learning Word Vectors for Sentiment Analysis, in 'Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies', Association for Computational Linguistics, Portland, Oregon, USA, pp. 142--150.

Model: Johnson, R. and Zhang, T. (2014),Effective use of word order for text categorization with convolutional neural networks, CoRR abs/1412.1058.

Reinforcement Learning

Dataset: Games from Iyama Yuta 6 Title Celebration, between contestants Murakawa Daisuke, Sakai Hideyuki, Yamada Kimio, Hyakuta Naoki, Yuki Satoshi, and Iyama Yuta.

Model:Tensorflow/minigo implementationby Andrew Jackson.

以上,其实我也有好几篇文章没看过,要恶补了!!!!

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  • 原文链接http://kuaibao.qq.com/s/20180505G0688Q00?refer=cp_1026
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