mmz33 / Neural-Language-Model

Implementation of RNN Language Model using Tensorflow

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Neural Language Model

Tested on PTB dataset with perplexity: 116.114 using the below hyperparams.

Hyperparameters:

  • Model: LSTM with 200 hidden units
  • Batch size: 20
  • Sequence length: 20
  • Number of layers: 2
  • Optimizer: Stochastic Gradient Descent
  • Learning rate: initial value 0.1 with decay 0.5 starting from epoch 5

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Implementation of RNN Language Model using Tensorflow


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