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TensorFlow for Natural Language Processing

Overview

Skills Needed

Learn to apply TensorFlow for natural language processing tasks. Explore text preprocessing, sequence models, and NLP techniques with TensorFlow.

  • Basic understanding of natural language processing concepts
  • Proficiency in TensorFlow basics

Outline

  • Text Preprocessing with TensorFlow
  • Word Embeddings and Word2Vec
  • Recurrent Neural Networks (RNNs)
  • Long Short-Term Memory (LSTM) Networks
  • Sequence-to-Sequence Models
  • Attention Mechanisms
  • Transformer Models
  • Sentiment Analysis with TensorFlow
  • Named Entity Recognition (NER)
  • Best Practices for NLP with TensorFlow

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