“Task List”版本间的差异

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Decoder=
第23行: 第23行:
 
===Voice conversation===
 
===Voice conversation===
  
==Sparse DNN===
+
===Sparse DNN===
 
*Zhiyuan Tang
 
*Zhiyuan Tang
  
第45行: 第45行:
 
*Objective-function loss training self-adaptation
 
*Objective-function loss training self-adaptation
  
==Decoder==
+
===Decoder===
 
*Confidence output for task-required
 
*Confidence output for task-required
  
第59行: 第59行:
  
 
=Task DONE=
 
=Task DONE=
===Multi-Mode features based VAD===
+
===Multi-Mode features based VAD==
 
* Shi Yin
 
* Shi Yin
  
===DNN based Language identification and Speaker identification===
+
==DNN based Language identification and Speaker identification==
 
* Xuewei Zhang/Zhiyuan Tang
 
* Xuewei Zhang/Zhiyuan Tang
  
===Neural network visulization===
+
==Neural network visulization==
 
* Mian Wang,DONE
 
* Mian Wang,DONE
  
===Dark knowledge===
+
==Dark knowledge==
 
* Mengyuan Zhao, Xiangyu Zeng, Zhiyong Zhang, Chao Liu
 
* Mengyuan Zhao, Xiangyu Zeng, Zhiyong Zhang, Chao Liu
  
===Normal RNN speech recognition===
+
==Normal RNN speech recognition==
 
* Mengyuan Zhao
 
* Mengyuan Zhao
  
===Monmentum-like Hessien-Free acceleration===
+
==Monmentum-like Hessien-Free acceleration==
 
* Nestrov/Adagrad/AdaDelta/AdaM
 
* Nestrov/Adagrad/AdaDelta/AdaM
 
* Zhiyong Zhang/Xiangyu Zeng
 
* Zhiyong Zhang/Xiangyu Zeng
  
===Activation value normalization through time --Batch Normalization===
+
==Activation value normalization through time --Batch Normalization==
 
* Zhiyong Zhang
 
* Zhiyong Zhang
  
===Mix-training Balance decision tree===
+
==Mix-training Balance decision tree==
 
* Zhiyong Zhang
 
* Zhiyong Zhang
  
===20-h Chinese data-set release===
+
==20-h Chinese data-set release==
 
* Xuewei Zhang
 
* Xuewei Zhang
  
===Unbound activation function(Rectifier/Maxout/Pnorm) go-through searching method===
+
==Unbound activation function(Rectifier/Maxout/Pnorm) go-through searching method==
 
* nne3 test --Xuewei Zhang
 
* nne3 test --Xuewei Zhang
  

2015年10月19日 (一) 12:00的版本

Task To Do

Speech Recognition

End-to-End speech recognition

  • Discriminative-Learning code implementation
  • Zhiyuan Tang
  • Zhiyuan Tang/Mengyuan Zhao/Zhiyong Zhang

Multi-task

  • Fusion of speech-recognition and speech-rate
  • Xiangyu Zeng
  • Self-informed neural network structure learning
  • Mengyuan Zhao

Integrate the class information to HCLG fst for speech recognition

Distant speech recognition

  • RNN-DAE: echo or reverberation
  • Xuewei Zhang/Zhiyuan Tang/Mengyuan Zhao/Zhiyong Zhang
  • Reverberation
  • Mutli-microphones
  • (Lasso),Xuewei Zhang

Voice conversation

Sparse DNN

  • Zhiyuan Tang

Correlation based SENONE cluster

NN Multi-GPU parallel traing

  • Multi-Machine
  • Sheng Su
  • Multi-GPU on one Machine
  • Sheng Su
  • nnet3 code test

Audio Embedding

  • Ke Ning

RNN training accelerating

Data selection

  • Zhiyong Zhang
  • Sub-modular data selection
  • Objective-function loss training self-adaptation

Decoder

  • Confidence output for task-required

Speaker Verification

binary code

  • Lantian Li

RNN-ivector

  • Lantian Li

DNN clustering

  • Lantian Li

Task DONE

=Multi-Mode features based VAD

  • Shi Yin

DNN based Language identification and Speaker identification

  • Xuewei Zhang/Zhiyuan Tang

Neural network visulization

  • Mian Wang,DONE

Dark knowledge

  • Mengyuan Zhao, Xiangyu Zeng, Zhiyong Zhang, Chao Liu

Normal RNN speech recognition

  • Mengyuan Zhao

Monmentum-like Hessien-Free acceleration

  • Nestrov/Adagrad/AdaDelta/AdaM
  • Zhiyong Zhang/Xiangyu Zeng

Activation value normalization through time --Batch Normalization

  • Zhiyong Zhang

Mix-training Balance decision tree

  • Zhiyong Zhang

20-h Chinese data-set release

  • Xuewei Zhang

Unbound activation function(Rectifier/Maxout/Pnorm) go-through searching method

  • nne3 test --Xuewei Zhang

Technical Report To Write

1, DNN-DAE based noise cancellation -- Xiangyu Zeng / Mengyuan Zhao / Zhiyong Zhang  --DONE
2, Speech Rate DNN speech recognition --Shi Yin/Xiangyu Zeng --DONE
3, CNN+fbank feature combination --Mian Wang /Yiye Lin /Mengyuan Zhao /Shi Yin
4, Uyghur low-resource acoustic model enhancement -- Shi Yin / Mengyuan Zhao / Zhiyong Zhang --DONE
5, Uyghur 20h database release --Kaer /Shi Yin --DONE
6,Dark-Knowledge Transfer
   *: Xiangyu Zeng/ Mengyuan Zhao / Zhiyong Zhang

Paper to Write

Project

  • Xiaomi TV
  • Mengyuan Zhao/Zhiyong Zhang
  • TAG-lm & Domain-specific general lm
  • Chinese-English mix-training