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Natural Language Processing with TensorFlow/

...

Comparing LSTMs to LSTMs with Peephole Connections and GRUs

Compare the performance of LSTMs with their variants.

We'll cover the following...

Standard LSTM
GRUs
- The GRU-based language model
LSTMs with peepholes
- Review of LSTMs with peepholes
- The code
Training and validation perplexities over time
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Preview Free Lessons→

Preview Free Lessons

Introduction to Natural Language Processing

Understanding TensorFlow 2

Word2vec: Learning Word Embeddings

Advanced Word Vector Algorithms

Sentence Classification with Convolutional Neural Networks

Recurrent Neural Networks

Understanding Long Short-Term Memory Networks

Applications of LSTM: Generating Text

Sequence-to-Sequence Learning: Neural Machine Translation

Transformers

Sarcasm Classification Using BERT

Image Captioning with Transformers

Caption Generation Using PyTorch

Final Remarks

Appendix: Mathematical Foundations and Advanced TensorFlow

Comparing LSTMs to LSTMs with Peephole Connections and GRUs