[Project Addition] Arabic Date Species Classification using DL

[Arihant-Bhandari]

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Project Title : Arabic Date Species Classification using DL
:red_circle: Aim : Classifying Arabic Dates into 9 different species found in the arabic region.
:red_circle: Dataset : https://www.kaggle.com/datasets/wadhasnalhamdan/date-fruit-image-dataset-in-controlled-environment
:red_circle: Approach : Creating custom CNN model as well as 5 pre-trained models for multi-class classification task.

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📍 Follow the Guidelines to Contribute in the Project :

• You need to create a separate folder named as the Project Title.
• Inside that folder, there will be four main components.
  • Images - To store the required images.
  • Dataset - To store the dataset or, information/source about the dataset.
  • Model - To store the machine learning model you've created using the dataset.
  • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
• Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

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:red_circle::yellow_circle: Points to Note :

• The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
• "Issue Title" and "PR Title should be the same. Include issue number along with it.
• Follow Contributing Guidelines & Code of Conduct before start Contributing.

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:white_check_mark: To be Mentioned while taking the issue :

• Full name : Arihant Bhandari
• GitHub Profile Link : https://github.com/Arihant-Bhandari
• Email ID : arihant.bhandari.2004@gmail.com
• Participant ID (if applicable): Arihant Bhandari (eternal_insight)
• Approach for this Project : using pretrained and custom cnn models for classification (pre-trained: resent50, vgg16, inception, xception)
• What is your participant role? (Mention the Open Source program) GSSoC 2024 Contributor

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  Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

[github-actions[bot]]

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

[Arihant-Bhandari]

hi @abhisheks008 pls assign this to me if the previous PR is approved. Thank you as always for your time and patience.

[Arihant-Bhandari]

Hi @abhisheks008 pls add tags to this so that I can start a PR for this , to switch over to this issue.

Rock classification's main issue is in its diversity, and due to rock patterns, CNNs can't generalize them well.

I am trying out hugging face transformers currently on it , but it will take me time , and I have other projects lined up that I can submit to you today.

[abhisheks008]

Assigned @Arihant-Bhandari

[Arihant-Bhandari]

Thank you so much for this ❤️

[github-actions[bot]]

Hello @Arihant-Bhandari! Your issue #733 has been closed. Thank you for your contribution!