GithubHelp home page GithubHelp logo

emanuroc / image_classification_app Goto Github PK

View Code? Open in Web Editor NEW

This project forked from dehaoterryzhang/image_classification_app

0.0 0.0 0.0 5.87 MB

Build a image classification python web app with Streamlit and PyTorch :cat: :dog:

Python 100.00%

image_classification_app's Introduction

Image Classification Web Application 🐱 🐶

Medium Post

Check out my Medium post here.

Table of Content

Overview

This is a simple image classification web application, using both Streamlit and PyTorch.

Motivation

For people who are not experts at Django or Flask, Streamlit can be a good alternative to build custom Python web apps for data science. I chose image classification here because computer vision is one of the most popular areas of AI currently, powered by deep learning algorithms.

Procedure

  • Install Streamlit
  • Build UI
  • Build Model
  • Test Results
  • Next Steps

Model

I have chosen the pretrained ResNet101 model to perform classification.

Installation

pip install -r requirements.txt

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.