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btc_algo_lstm-cnn's Introduction

BTC Algo

This project contains various algorithms and models for analyzing and predicting Bitcoin prices(returns) in both classification and reression forms.

  1. ML - such as Random Forest, XGboost etc.. fine-tuned with Randomized Search and cross-validation. Across large parameter space.
  2. Neural Nets - a mix of CNN with RNN(LSTM)

Project Structure

  • basic_ml/: Contains Jupyter notebooks for basic machine learning algorithms and statistical tests.
  • Data/: Contains the data used for the project in CSV format.
  • Obsolete/: Contains older versions of the algorithms and tests.
  • preprocessing.py: Contains functions for preprocessing the data.
  • requirements.txt: Contains the Python dependencies required for the project.

Installation

To install the required dependencies, run the following command:

pip install -r requirements.txt

btc_algo_lstm-cnn's People

Contributors

vanekkk1 avatar krisrcqi avatar projectxspace avatar

Watchers

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btc_algo_lstm-cnn's Issues

Work to do

Normalise returns to forecast + take bigger valid set and create a test set

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