Deploying My First Live App & it’s a Neural Network!

machinelearning
ai
Author

Tony Phung

Published

January 19, 2024

1. Introduction

Embedding a classic Convolutional Neural Network (CNN) Gradio ‘Cat versus Dog’ classifier Gradio App, hosted on HuggingFace Spaces, into my Quarto Blog. What a mouthful!

2. Background

This App will guess whether an image is a Cat or Dog with a level of confidence using a deep learning neural network based on 700 mbs of labelled photos of dogs and cats. I’ll post more information on the model itself in a different post.

All doggos🐕 & cats🐈 image examples has never been viewed by the Model and it makes a prediction in milliseconds! Images supplied by my good friends in Australia 🦘 and Vietnam 🍜. Thanks guys!

The App isn’t perfect:
- It guesses Incorrectly with great 95% confidence a cat as a dog!

I’m thrilled to be able to build the app, get it hosted and embed it all in one day for the first time! Alot of firsts today!

3. Future stuff

[1]: Multi-Image Uploader + Predictor.
[2]: Explain how I built the Gradio App, got it hosted Hugging Face, and embedded here.
[4]: Upgrade the rice vs noodle model an App and hosted.
[4]: Learn some HTML/CSS to make things prettier.

4. Heres the App!