Giter VIP home page Giter VIP logo

m2_complete's Introduction

Stage m2 : higgs generation mechanism classification

Using Monte-Carlo simulated data, train neural network classifiers, "pickle" them for later use, and generate content plots.

The whole program is controlled by the main.py script, calling the functions from the src package :

  • src.constants regroups most of the program's global variables (the remaining are in preprocessing to regroup all ROOT commands in the same file)

  • src.preprocessing generates .txt saves of the datasets with control over the features to retrieve / compute / remove.

  • src.trainer trains the specified classifier and stores it in an appropriate folder along with its predictions.

  • src.plotter takes a trained model, a test set, and generates the associated category content plot.

  • In progress : SelfThresholdingAdaClassifier provides a wrapper of sklearn's adaboost meta-estimator designed to provide more control over its prediction method (especially optimize some prediction thresholds to minimize a given cost).

m2_complete's People

Contributors

afanthomme 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

    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.