UppuluriKalyani / ML-Nexus

ML Nexus is an open-source collection of machine learning projects, covering topics like neural networks, computer vision, and NLP. Whether you're a beginner or expert, contribute, collaborate, and grow together in the world of AI. Join us to shape the future of machine learning!
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MIT License
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Feature request - Add food image classification project #332

Closed mehul-m-prajapati closed 2 weeks ago

mehul-m-prajapati commented 2 weeks ago

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

github-actions[bot] commented 2 weeks ago

Thanks for creating the issue in ML-Nexus!🎉 Before you start working on your PR, please make sure to:

github-actions[bot] commented 2 weeks ago

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