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Potato Disease Classification with CNN #863

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Varunshiyam opened this issue Nov 10, 2024 · 2 comments · Fixed by #867
Closed

Potato Disease Classification with CNN #863

Varunshiyam opened this issue Nov 10, 2024 · 2 comments · Fixed by #867
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@Varunshiyam
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Is your feature request related to a problem? Please describe.

The accurate and timely identification of potato diseases is essential for agricultural productivity and food security. Traditional methods are often manual, slow, and prone to human error. This project aims to create an automated, high-accuracy model for detecting various potato diseases from leaf images. By applying deep learning techniques, this model assists farmers and agricultural experts in efficiently identifying diseases, leading to better crop management and reduced losses.

Describe the solution you'd like

This project focuses on using Convolutional Neural Networks (CNNs) to classify potato diseases based on leaf images. With an architecture optimized for image classification tasks, the model uses data augmentation, resizing, and normalization techniques to improve training and prediction accuracy. The CNN model, designed in TensorFlow, identifies and categorizes images into predefined classes of potato diseases, enhancing agricultural diagnostics through deep learning techniques.

@Varunshiyam Varunshiyam added the enhancement New feature or request label Nov 10, 2024
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Thanks for creating the issue in ML-Nexus!🎉
Before you start working on your PR,
Pull the latest changes to avoid any merge conflicts.

  • Attach before & after screenshots in your PR for clarity.
  • Include the issue number in your PR description for better tracking.
    Happy open-source contributing!☺️

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Hello @Varunshiyam! Your issue #863 has been closed. Thank you for your contribution!

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