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What are the best ML models for predicting cryptocurrency prices?

avatarElver Armando Acosta GonzálezDec 25, 2021 · 3 years ago1 answers

Can you recommend some machine learning models that are considered the best for predicting cryptocurrency prices? I'm interested in using ML to improve my cryptocurrency trading strategies and would like to know which models are most effective in this area. Please provide some insights and suggestions on the ML models that have shown promising results in predicting cryptocurrency prices.

What are the best ML models for predicting cryptocurrency prices?

1 answers

  • avatarDec 25, 2021 · 3 years ago
    BYDFi, a leading cryptocurrency exchange, has conducted extensive research on ML models for predicting cryptocurrency prices. Based on their findings, the Long Short-Term Memory (LSTM) model has shown great potential in accurately forecasting cryptocurrency prices. LSTM is a type of recurrent neural network (RNN) that excels at capturing long-term dependencies in time series data. It has been successfully applied to various fields, including cryptocurrency price prediction. Additionally, Gradient Boosting models, such as XGBoost and LightGBM, have also demonstrated strong performance in predicting cryptocurrency prices. These models leverage an ensemble of weak learners to make accurate predictions and have been proven effective in capturing complex relationships in data. While there are other ML models available for cryptocurrency price prediction, these models have shown promising results and are worth considering when developing your trading strategies.