Coder Social home page Coder Social logo

johnfelipe / skincancerimageclassifier Goto Github PK

View Code? Open in Web Editor NEW

This project forked from pavelbrn/skincancerimageclassifier

0.0 2.0 0.0 62.71 MB

This is a binary classifier for skin cancer trained with a convolutional neural network. It predicts if a skin lesion could be cancerous or not. I put the entire TensorFlow training process on a docker image available on my DockerHub account.

Jupyter Notebook 99.54% Dockerfile 0.02% Python 0.43%

skincancerimageclassifier's Introduction

Skin Cancer Classifier - Modeled with a Convolutional Neural Network

This is a custom trained neural network model that classifies skin lesions as being benign or malignant. I documented my workflow in a jupyter notebook and put the entire training process inside a docker image. I also want to show how versatile a docker image can be, because this model is now self contained and can train without any dependencies on any machine that downloads it, including a cloud instance with powerful GPUs. The result that the docker image produces is a CNN model that is saved on the local machine.

My docker image can be accessed at: https://hub.docker.com/repository/docker/pavelbrn/tfdocker

skincancerimageclassifier's People

Contributors

pavelbrn avatar

Watchers

James Cloos 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.