https://github.com/prashantkumar7541/image-classifier

Implementation of ML model for image classification
https://github.com/prashantkumar7541/image-classifier

image-classification image-classifier jupyter-notebook python

Last synced: 20 days ago
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Implementation of ML model for image classification

• Host: GitHub
• URL: https://github.com/prashantkumar7541/image-classifier
• Owner: prashantkumar7541
• Created: 2024-12-03T14:59:35.000Z (about 2 months ago)
• Default Branch: main
• Last Pushed: 2024-12-21T07:30:15.000Z (about 1 month ago)
• Last Synced: 2024-12-21T08:25:49.204Z (about 1 month ago)
• Topics: image-classification, image-classifier, jupyter-notebook, python
• Language: Jupyter Notebook
• Homepage:
• Size: 0 Bytes
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Image Classifier

**Image Classifier** is a machine learning project that uses deep learning techniques to classify images into various categories. The model is built using **Convolutional Neural Networks (CNNs)**, a powerful architecture for image classification tasks. This project aims to predict the category of an image, such as distinguishing between different animals, objects, or scenes.

## Features

- **Image Classification**: Classify images into predefined categories.

- **Model Training**: Train a CNN model using labeled image datasets.

- **Data Augmentation**: Enhance the training dataset by augmenting images with transformations like rotation, flipping, and scaling.

- **Real-time Prediction**: Classify new images in real time using the trained model.

- **Model Evaluation**: Evaluate the performance of the model using metrics like accuracy, confusion matrix, and classification report.

## Installation

To run the Image Classifier system locally, follow these steps to set up the project on your machine.

### Prerequisites

Ensure you have the following installed:

- **Python 3.x**: A Python environment to run the project.

- **Git**: To clone the repository.

### Steps to Install

1. **Clone the repository**:

   First, clone the repository to your local machine:

   ```bash

   git clone https://github.com/prashantkumar7541/Image-Classifier.git