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How can I use Python NLP libraries to predict cryptocurrency price fluctuations?

avatarAkshita RastogiDec 30, 2021 · 3 years ago1 answers

I want to use Python NLP libraries to predict the fluctuations in cryptocurrency prices. How can I do that? Are there any specific libraries or techniques that I should use?

How can I use Python NLP libraries to predict cryptocurrency price fluctuations?

1 answers

  • avatarDec 30, 2021 · 3 years ago
    Using Python NLP libraries to predict cryptocurrency price fluctuations is indeed possible. One approach you can take is to use libraries like Gensim, which specializes in topic modeling and document similarity analysis. By applying techniques like Latent Dirichlet Allocation (LDA) or Word2Vec, you can extract topics and semantic relationships from cryptocurrency-related texts. These insights can then be used to identify patterns and correlations between textual data and price movements. However, it's important to note that predicting cryptocurrency prices is a challenging task due to the volatile nature of the market. It's recommended to combine NLP analysis with other technical indicators and market data for more accurate predictions.