Git Product home page Git Product logo

svm-decision-boundary-animator's Introduction

SVM-Decision-Boundary-Animator

Animates the SVM Decision Boundary Hyperplane on the Iris data

Repository consists of a script file, hyperplane generator function and the gif file.

  1. Script File: Loads, normalises, and organises the Iris dataset from Sklearn package. Then generates an SVM model. Rather than feeding all the data, it dynamically samples into the training set one-by-one to see how training accuracy and the decision boundary hyperplane parameters vary over time. Finally it animates the varying parameters and saves in a gif file.

  2. Hyperplane generator: A function to generate SVM decision boundary hyperplane

Following animation is generated by the script file, samples with black edges are the support vectors: gif1

Below animation compares the learning paths of Radial Basis Function (RBF) and Linear kernels. No parameter tuning was made, default values of C=1, gamma="Auto" are used:

gif2

svm-decision-boundary-animator's People

Contributors

omerfarukeker avatar

Stargazers

 avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

Forkers

mytk2012

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.