Code Monkey home page Code Monkey logo

rnn_stock_predictions's Introduction

rnn_stock_predictions

data Crawling, Pretreatment, Processing, Training, Model Visualization -> AUTOMATION

requirments

  • Python 3.5.3
  • tensorflow 1.1.0
  • Pandas_datareader
  • numpy
  • matplotlib
  • datetime

Run

  • python apple.py
  • python kospi.py
  • tensorboard --logdir=./tensorflowlog
  • tensorboard http://localhost:6006/
    graphs

Model

  • RNN + Fully connected layer
  • Train : Test = 70 : 30
  • Train Period = 2010.1.2~2017.5.27
  • Predictions Period = 2017.5.28~2017.6.7
  • Real Period = 2017.6.8

Results

  • Alphabet 0.050(RMSE) 1004.28(Real) 1001.59(Predictions)
  • apple 0.020(RMSE) 154.99(Real) 155.37 (Predictions)
  • berkshire 0.016(RMSE) 250305(Real) 249621 (Predictions)
  • hyundai_motor 0.020(RMSE) 160000(Real) 159000 (Predictions)
  • kospi 0.022(RMSE) 2363.57(Real) 2360.14(Predictions)
  • samsung_electronics 0.022(RMSE) 2258000(Real) 2265000(Predictions)
  • sk_hynix 0.024(RMSE) 56700(Real) 56500(Predictions)
  • berkshire

berkshire_err berkshire_value rnn_tensorboard

Reference

rnn_stock_predictions's People

Contributors

jkkorea 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.