Giter Club home page Giter Club logo

vbtoptimizers's Introduction

VBToptimizers

Use genetic programming to optimize simple pairs trading strategies. (A work in progress)

A super fast, super optimized platform for backtesting pairs trading strategies and conducting hyperparameter tuning via genetic programming. This has has been a passion project of mine for some time and I wanted to share the code with everyone as I think it's a lovely solution to an extremely complex search problem.

For building the SQL database to feed the backtesting algos, please review KuCoin-Cli, my open-source data science focused API wrapper. Additionally, the backtesting back-end is running on a lovely backtesting framework called VectorBT which itself is written on top of numba-accelerated numpy. It may be difficult to tweak or understand the code without a thorough understanding of these these libraries.

Once life slows down a bit, I intend to thoroughly document the project and refactor the code to an OOP structure.

vbtoptimizers's People

Contributors

jaythequant avatar

Stargazers

tcosnr avatar weihan avatar wz avatar  avatar  avatar

Watchers

 avatar

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.