Giter Site home page Giter Site logo

perceptron's Introduction

perceptron

Testing my understanding of Machine Learning fundamentals such as gradient descent and back propagation by creating a single-layer perceptron from scratch. Created a neural network from scratch and implemented all of the concepts from scratch, using pygame to visualize.

In this demo, the red line is the model's estimate of the gradient between the white and the black dots. The green dots are the ones that the model correctly estimated, and the red dots are incorrect. Dots that are not green nor white are currently being evaluated. I slowed the processing time for this demo so it would provide a more effective visualization of the process.

perceptron demo 1 perceptron demo 2

perceptron's People

Contributors

jjhickmon 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.