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Accurate image classification powered by InceptionV3 deep learning model. Quickly classify diverse images with high precision using TensorFlow.

Home Page: https://niladrridas.github.io/imageclassification/

License: MIT License

Python 100.00%
computer-vision data-analysis data-preprocessing data-science deep-learning exploratory-data-analysis feature-extraction image-classification image-processing inceptionv3 machine-learning model-evaluation object-recognition pre-trained-model python tensorflow image-classfication

imageclassification's Introduction

Image Classification

Tech stack: TensorFlow Keras InceptionV3 NumPy

Overview

This project implements image classification using the InceptionV3 deep learning model. The model is pre-trained on the ImageNet dataset, making it capable of accurately classifying a wide range of objects in images.

Features

  • InceptionV3 architecture for powerful image classification
  • Pre-trained weights on ImageNet for quick deployment
  • Easy-to-use Python script for testing on custom images
  • Ideal for learning about deep learning and image classification

Example Results

Here are some example results obtained using the InceptionV3 model:

Image Preview

Predictions:

  • 1: freight_car (0.85)
  • 2: electric_locomotive (0.08)
  • 3: passenger_car (0.01)

Install the required dependencies:

pip install tensorflow

Acknowledgments

License

Getting Started

  1. Clone this repository:
   git clone https://github.com/niladrridas/imageclassification.git

imageclassification's People

Contributors

niladrridas avatar

Watchers

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