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Sentiment Analysis on Amazon Reviews using NLP

Task

  • Dataset : 400 thousand reviews of unlocked mobile phones sold on Amazon.com
  • Problem : Sentiment analysis for Amazon product reviews
  • Use Natural Language Procesisng techniques, Bag of Words model, Word2Vec model and Long Short Term Memory (LSTM) neural network to conduct sentiment analysis for Amazon product reviews.
  • Accuracy score of 94.4% by Word2Vec embedding with LSTM.

Steps:

  • Part 1. Data Exploration
  • Part 2. Data Preparation
  • Part 3. Bag of Words
  • Part 4. Word2Vec
  • Part 5. LSTM
  • Part 6. Word Cloud

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