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Course Overview

Courses Overview

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About Course

Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry’s standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. It has survived not only five centuries, but also the leap into electronic typesetting, remaining essentially unchanged. It was popularised in the 1960s with the release of Letraset sheets containing Lorem Ipsum passages, and more recently with desktop publishing software like Aldus PageMaker including versions of Lorem Ipsum.

COURSE SYLLABUS

  • Overview of NLP
  • NLP Approaches
  •  Machine Learning and NLP
  • Text Pre-processing
  • Feature Extraction – Bag of Words
  • Count vectorizer and Tfidf
  • Linear models for Sentiment Analysis

 

  • N-gram language models
  • Hidden Markov Models
  • Sequential Models for Named Entity Recognition
  • Neural Language Models
  • LSTM NLP Modelling
  • Word2vec and doc2vec
  • Machine Translations
  • Encoder-Decoder Architecture
  • Attention Mechanism
  • Conversational Chat-bot

 

  • Transformers Architecture
  • BERT – State of art NLP technique

Course Content

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