Coder Social home page Coder Social logo

niklastiede / imageclassification Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 93.83 MB

Image classification model of the FashionMNIST dataset. A little project to learn pytorch and DL.

License: MIT License

Python 90.92% Makefile 9.08%
image-classification deep-neural-networks pytorch mnist-dataset

imageclassification's Introduction

Image Classification - PyTorch/FashionMNIST

The model predicts categorical data (10 categories of clothing) using the FashionMNIST dataset. Achieved accuracy with the present CNN is 92.7%.

  • The train.py script trains the weights of the model based on the given hyperparameters
  • tensorboard is used to compare the yielded accuracies of different hyperparameter optimizations
  • the eval_conf_matrix.py script creates a confusion matrix to evaluate the trained model in more detail (how well each image category was classified)

This project helped me getting familiar with pytorch and concepts of DL. It relies on the work of deeplizard.

imageclassification's People

Contributors

niklastiede avatar

Stargazers

 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.