Code Monkey home page Code Monkey logo

cryptocurrency_price_predictor's Introduction

Cryptocurrency_Price_Predictor

RNN - model predicts the future price movement for four cryptocurrencies as follows :

  • Bitcoin (BTC)
  • Bitcoin Cash (BCH)
  • Litecoin (LTC)
  • ETHEREUM (ETH)

We have access to data of aforementioned cryptocurrencies. Following approach is used to preprocess the data :

  • Normalize the data
  • Scaling
  • Creating Sequences of 60 minutes from data
  • Balancing the data

Sequences created during preprocessing of data are further used in RNN model during training which helps to predict future price movement of next 3 minutes for each cryptocurrency.

                                                                       

Visualization of In-sample & Out-sample Accuracy

insample_acc

                                                                                                           

insample_loss

                                                                                                           

outsample_acc

                                                                                                           

outsample_loss

cryptocurrency_price_predictor's People

Contributors

bisariautkarsh avatar

Watchers

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.