Speculator predicts the price trend of cryptocurrencies like Bitcoin and Ethereum with machine learning models and technical analysis.
Project description
Speculator predicts the price trend of cryptocurrencies like Bitcoin and Ethereum.
Normal markets will also be added in future updates.
How to get started
git clone https://github.com/amicks/Speculator.git
cd Speculator/speculator
python main.pyYes, it is that easy.
Example:
Use the --help flag for a complete list of optional arguments. Note: A website for a friendly user experience is in development
Dependencies
Make sure these packages are installed before running Speculator:
Delorean, pip3 install delorean
requests, pip3 install requests
NumPy, pip3 install numpy
TensorFlow, pip3 install tensorflow
scikit-learn, pip3 install scikit-learn
pandas, pip3 install pandas
Or just use a one-liner:
pip3 install delorean requests numpy tensorflow scikit-learn pandasAPI
Speculator is available as a package on PyPi.
pip3 install speculator
If you want to use or thoroughly understand Speculator’s API, I recommend checking out the docs, which features a fully documented example.
Project Structure
LICENSE
README.md
docs
\_ CONTRIBUTING.md
\_ analysis.md
\_ example.md
\_ example.py
\_ utils.md
speculator
\_ main.py
\_ market.py
\_ features
\_ rsi.py
\_ sma.py
\_ so.py
\_ models
\_ deep_neural_network.py
\_ random_forest.py
\_ tests
\_ integration
\_ test_poloniex.py
\_ unit
\_ test_date.py
\_ test_poloniex.py
\_ test_rsi.py
\_ test_sma.py
\_ test_so.py
\_ test_stats.py
\_ utils
\_ date.py
\_ poloniex.py
\_ stats.py
Contact for Feedback, Questions, or Issues
Feel free to send me a message on Reddit at /u/shneap. I am happy to hear any concerns, good or bad, in order to progress the development of this project.
Contributing
Please read the detailed contributing doc.
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