(3) Natural language processing (NLP)

You need to understand how to use neural networks to solve natural language processing problems using TensorFlow. You need to know how to:

• Build natural language processing systems using TensorFlow.
• Prepare text to use in TensorFlow models.
• Build models that identify the category of a piece of text using binary categorization
• Build models that identify the category of a piece of text using multi-class categorization
• Use word embeddings in your TensorFlow model.
• Use LSTMs in your model to classify text for either binary or multi-class categorization.
• Add RNN and GRU layers to your model.
• Use RNNS. LSTMs, GRUs and CNNs in models that work with text.
• Train LSTMs on existing text to generate text (such as songs and poetry)