阅读论文清单
图像识别基础基础 Understanding the difficulty of training deep feedforward neural networks. 数据集
ImageNet: A Large-Scale Hierarchical Image Database, CVPR 2009.
ImageNet Classification with Deep Convolutional Neural Networks, NIPS 2012.
机器视觉基础
DeepFace: Closing the Gap to Human-Level Performance in Face Verification, CVPR 2014.
Region-based convolutional networks for accurate object detection and segmentation, IEEE PAMI 2016.
语音识别基础
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches, SSST-8, 2014.
Towards End-To-End Speech Recognition with Recurrent Neural Networks, ICML 2014.
第一次 Speech recognition with deep recurrent neural networks, ICASSP 2013. Hybrid speech recognition with deep bidirectional LSTM, ASRU 2013. 第一次： Speech Recognition
Deep Speech 2 End-to-End Speech Recognition in English and Mandarin, JMLR 2016.
Geoffrey Hinton et al., "Deep neural networks for acoustic modeling in speech recognition." IEEE Signal Processing Magazine 29.6 (2012): 82-97.
EESEN: End-to-End Speech Recognition using Deep RNN Models and WFST-based Decoding, ASRU 2015.
第二次 第二次： TTS (Text To Speech)
DeepVoice: Real-Time Neural Text-to-Speech
第二次 第二次： Recommender System
[x] Covington P, Adams J, Sargin E. Deep neural networks for youtube recommendations, ACM Recsys, 2016.
[x] Ask the GRU: Multi-task Learning for Deep Text Recommendations 第三次： Machine Translation [x] Sutskever, I., Vinyals, O. & Le, Q. V. Sequence to sequence learning with neural networks. In Proc. Advances in Neural Information Processing Systems 27, 3104–3112 (2014).
[x] Cho, Kyunghyun, et al., Learning phrase representations using RNN encoder-decoder for statistical machine translation, EMNLP 2014.
第三次 第三次： Reinforcement learningLearning
Learning Locomotion Skills Using DeepRL: Does the Choice of Action Space Matter?