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Feature request - Add food image classification project #332

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mehul-m-prajapati opened this issue Oct 14, 2024 · 2 comments · Fixed by #355
Closed

Feature request - Add food image classification project #332

mehul-m-prajapati opened this issue Oct 14, 2024 · 2 comments · Fixed by #355

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@mehul-m-prajapati
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mehul-m-prajapati commented Oct 14, 2024

Is your feature request related to a problem? Please describe.
A clear and concise description of what the problem is

Describe the solution you'd like
Develop a system to classify images of food items into categories (e.g., fruits, vegetables, desserts) for applications in nutrition tracking and restaurant menu management.

Steps:

  1. Data Collection: Use existing datasets like Food-101 or gather your own images of various food items.

  2. Model Selection: Implement a Convolutional Neural Network (CNN), potentially using transfer learning with pre-trained models like ResNet or MobileNet.

  3. Model Training: Split the dataset into training, validation, and test sets; train the model while monitoring accuracy and loss.

  4. Classification: identify different food items.

Describe alternatives you've considered
A clear and concise description of any alternative solutions or features you've considered.
Na

Approach to be followed (optional)
A clear and concise description of the approach to be followed.
Na

Additional context
Add any other context or screenshots about the feature request here.
Na

@mehul-m-prajapati mehul-m-prajapati added the enhancement New feature or request label Oct 14, 2024
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Thanks for creating the issue in ML-Nexus!🎉
Before you start working on your PR, please make sure to:

  • ⭐ Star the repository if you haven't already.
  • 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.
    Don't forget to follow @UppuluriKalyani – Project Admin – for more updates!
    Tag @Neilblaze,@SaiNivedh26 for assigning the issue to you.
    Happy open-source contributing!☺️

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Hello @mehul-m-prajapati! Your issue #332 has been closed. Thank you for your contribution!

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