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Fruit Classification using PCA and Various Classifiers #872

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Varunshiyam opened this issue Nov 10, 2024 · 2 comments · Fixed by #875
Closed

Fruit Classification using PCA and Various Classifiers #872

Varunshiyam opened this issue Nov 10, 2024 · 2 comments · Fixed by #875
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enhancement New feature or request ml-nexus

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@Varunshiyam
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Is your feature request related to a problem? Please describe.

The project aims to address the challenges associated with high-dimensional data in image classification, such as:

  • High Computational Cost: Processing large image datasets can be computationally intensive.
  • Feature Redundancy: High-dimensional data often includes redundant features that do not contribute to model accuracy.
  • Model Overfitting: Increased complexity can lead to overfitting, where the model performs well on training data but poorly on unseen data.

Describe the solution you'd like

This project is centered around the classification of different types of fruit images using Principal Component Analysis (PCA) for dimensionality reduction and applying various machine learning algorithms for classification, such as:

  • Support Vector Machine (SVM)
  • k-Nearest Neighbors (KNN)
  • Decision Tree Classifier
@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 #872 has been closed. Thank you for your contribution!

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Labels
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