[Project Addition]: Almond Varieties Image Classification

[jeet-Abhi123]

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Project Title : Almond Varieties image classification
:red_circle: Aim : To classify 4 different types of Turkish almonds.
:red_circle: Dataset : https://www.kaggle.com/datasets/mahyeks/almond-varieties/data
:red_circle: Approach : Try to use 3-4 algorithms to implement the models and compare all the algorithms to find out the best fitted algorithm for the model by checking the accuracy scores. Also do not forget to do a exploratory data analysis before creating any model. I will perform EDA, some image preprocessing tasks and implement different transfer learning models like ResNet50, VGG16, InceptionV3, AlexNet etc. I will plot the training, validation graphs along with loss, val_loss for the model. Will finally conclude by applying KerasTuner for hyperparameter Tuning and drawing the confusion matrix and classification report.

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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 : Abhijeet Kaithwas
• GitHub Profile Link : https://github.com/jeet-Abhi123
• Email ID : abhijeet.kaithwas13@gmail.com
• Participant ID (if applicable):
• Approach for this Project :
• What is your participant role? (Mention the Open Source program) GSSOC'24

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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! 😊

[abhisheks008]

Assigned @jeet-Abhi123

[github-actions[bot]]

Hello @jeet-Abhi123! Your issue #740 has been closed. Thank you for your contribution!