Git Product home page Git Product logo

bitcoin-prediction's Introduction

Bitcoin Price Prediction using Recurrent Neural Networks

Recurrent Neural Networks (RNNs) are a Neural Networks that can be applied as prediction models in sequential data. In particular, time series are sequences of data instances chronologically ordered. One of the fields in which time series analysis is commonly applied is the prediction of the evolution of the price of articles, e.g. in stock market analysis. Bitcoin is the first and most well-known cryptocurrency. This works aims to build a RNN-based model to predict Bitcoin price on a minute-by-minute basis, and analyze its results compared to a simpler, non-RNN model.

The dataset used for the experiments and report, obtained from another GitHub repository, can be found here.

Programming language Python 3
Author Albert Espín (partially; the code is a modification of Prof. Javier Béjar's Air Quality prediction)
Date March 2019
Report license Creative Commons Attribution, Non-Commercial, Non-Derivative

bitcoin-prediction's People

Contributors

albert-espin avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.