Giter Club home page Giter Club logo

stockmarketanalysis's Introduction

stockmarket.sop

In this project, we study the prices fluctuations of Stock Markets, and check if we can predict them to some degree of accuracy.

We started by predicting the closing price of various sectors of SENSEX using Neural Networks. We did this by only observing the pattern of rise and fall of the prices and not by examining their causes.

Neural Networks Prediction We also used Monte Carlo Simulation to average over various NN outputs, and generated error bars for the predictions. This improved the accuracy considerably. Monte Carlo Predictions

Next, we studied applications of the Log Periodic Power Law and test it on previous SENSEX crashes, and wrote scripts that performed non-linear curve fitting on BSE and NSE data and successfully obtained parameters that could accurately predict the previous crashes in the market. LPPL Predictions

The project report (Stock_Market_Analysis_Report.pdf) contains a detailed report of the codes and results obtained.

stockmarketanalysis's People

Contributors

soundarya98 avatar

Stargazers

 avatar

Watchers

 avatar  avatar

Forkers

rishabkhincha

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.