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Is it a Chipa? - Deep Learning Classifier

Overview

This project aims to solve an essential question: Is it a Chipa? "Chipa" is a type of small bread-like baked good that's popular in Paraguay and other parts of South America. Using deep learning, this project classifies images as either "Chipa" or "Donut"

Alt text

Features

  • Utilizes Convolutional Neural Networks (CNNs) for image classification.
  • Built on top of the fastai library for quick and efficient training.
  • Comes with a pre-trained model, fine-tuned specifically for detecting Chipas.
  • Provides a Jupyter Notebook that walks you through the process.

How to Use

  1. Clone this repository.
  2. Install the required dependencies.
  3. Run the Jupyter Notebook to train the model or use the pre-trained model for inference.

Data

The dataset consists of various images categorized into two classes: "Chipa" and "Not Chipa". For details on the dataset, please refer to the Kaggle page.

Requirements

  • Python 3.x
  • fastai
  • Jupyter Notebook

License

This project is open-source and available under the MIT License.