{"repo":"daniel-cortez-stevenson/crypto-predict","free":true,"listed":false,"github":"https://github.com/daniel-cortez-stevenson/crypto-predict","clone":"git clone https://github.com/daniel-cortez-stevenson/crypto-predict.git","description":"A dockerized prediction API for crypto.","language":"Jupyter Notebook","stars":38,"topics":["docker","python","flask","bitcoin","cryptocurrency","machine-learning","data-science","ethereum","bitcoin-price-prediction","api"],"license":"MIT","category":"blockchain-web3","readme_excerpt":"crypto-predict ============================== This project is a easily reproducible Python/Docker project to create an API that predicts the price of BTC and ETH using OHLCV data. The API is defined using Zalando's connexion package, which leverages the Flask framework. Current implementation smooths the raw close % change data (previous 72 hours). This data is fed into a 1D Convolutional Layer, which feeds into a dual-layer LSTM with linear activation function (network graph coming soon!). Note: Anaconda is recommended to manage the project environment. Environment creation without Anaconda is untested Install the Development Environment Get/Process Data and Train Models with crypr- Commands Run the API with Docker Now find your prediction at http://localhost:5000/predict?coin=BTC Jupyter Notebooks The Jupyter Notebooks in this project serve as rich visual examples of how data preprocessing and model training is done for the prediction API. Run with Notebook server will be at http://localhost:8888 Future Directions - More coins! - More models (xgboost) - Visualize price predictions in a web app based on the developed prediction api - Use unstructured text data to calculate sentiment or other metrics to use in prediction - Use transfer learning from financial markets and other crypto coins to enhance the RNN model Project Organization --------","default_branch":null,"files":null,"tree":[],"storefront":"/r/daniel-cortez-stevenson","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/daniel-cortez-stevenson/crypto-predict/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}