Follow along with me and code in Python using Pandas and Tensorflow. We will predict the TripAdvisor star rating of hotels from the description left in the review. In this project, the recurrent layer SimpleRNN was used but the LSTM or GRU layer can be used as well. We will use the text from the review to predict which star rating the left.
We will use WordCloud to complete EDA on the text data.
Also important preprocessing steps like treating punctuation, stemming of verbs using PorterStemmer, and using Tensorflows text_to_sequences and pad_sequences to get our data ready for our neural network.
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