Coder Social home page Coder Social logo

kaggle-allstate-solution's Introduction

Allstate - Claims Severity. Top 5-% solution

I've uploaded this solution, generally, for myself and also to be able to show it to my friends. Although, if you have any questions related to this repository, don't hesitate to contact me.

Competition link

What you can find here

  • XGBoost gradient boosting
  • LightGBM gradient boosting
  • Keras neural networks
  • HyperOpt for parameter tuning
  • Stacking with linear model

What to see

  • First level models and their tuning can be found in scripts
  • notebooks has some experiments and also second level model (4 - Stacking.ipynb)
  • Files that are used for final submission marked as "final"

Interesting public scripts

Useful links

Solution explanation from winners

kaggle-allstate-solution's People

Contributors

ledovsky avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    πŸ–– 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. πŸ“ŠπŸ“ˆπŸŽ‰

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.