Code Monkey home page Code Monkey logo

electrostatic-classifier's Introduction

Electrostatic Classifier

A classifier inspired by electrostatics. A demo can be found here.

A binary classification demo

Usage

from classifier import ElectroStaticClassifier
clf = ElectroStaticClassifier()

trainingdata = [[1,1], [1,2], [2,1], [3,1], [2,2], [0,3]]
traininglabels = [1, 1, 1, 0, 0, 0]
weights = [0.1, 0.5, 0.4, 0.2, 0.3, 0.1]

clf.fit(trainingdata, traininglabels, weights) #If weights are not given, every data point is assigned the same weight value

clf.predict([0.5, 2]) 
>>> [1]

Dependencies

  1. Numpy : A fundamental package for scientific computing with Python.

electrostatic-classifier's People

Contributors

prajwalsouza 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.