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Natural Language Processing

Introduction to NLP and text processing.

What You'll Learn​

  • Text preprocessing
  • Tokenization
  • Word embeddings
  • Sentiment analysis
  • Named Entity Recognition
  • Text classification

Prerequisites​

  • Deep Learning basics
  • Python programming

Course Duration​

Approximately 1.5 hours

Key Concepts​

Text Preprocessing​

  • Tokenization
  • Stemming and Lemmatization
  • Stop words removal
  • Text normalization

Word Representations​

  • Bag of Words
  • TF-IDF
  • Word2Vec
  • GloVe

Modern NLP​

  • Transformers
  • BERT
  • GPT

Next Steps​

Dive deeper into Transformers and Large Language Models!