Crop Pest and Disease Detection using DL

[Karthik110505]

Pull Request for DL-Simplified 💡

Issue Title : Crop Pest and Disease Detection using DL

• Info about the related issue (Aim of the project) : The aim of this project is to detect crop pests and diseases using deep learning methods.
• Name: Veera Venkata Karthik Barrenkala
• GitHub ID: karthik110505
• Email ID: bvvkarthik1155@gmail.com
• Identify yourself: GSSoC 24 Participant

Closes: #443

Describe the add-ons or changes you've made 📃

I have added a Jupyter Notebook Crop_Pest_and_Disease_Detection_using_DL.ipynb which contains the implementation of various deep learning models for crop pest and disease detection. The notebook includes data loading, preprocessing, model building, training, evaluation, and comparison of different models such as ANN, CNN, ResNet, and VGG16.

Type of change ☑️

What sort of change have you made:

• [ ] Bug fix (non-breaking change which fixes an issue)
• [ ] New feature (non-breaking change which adds functionality)
• [ ] Code style update (formatting, local variables)
• [x] This change requires a documentation update

How Has This Been Tested? ⚙️

I have tested the notebook by running each cell and ensuring that the models are trained and evaluated correctly. I have also verified the accuracy of the models on a separate test dataset.

Checklist: ☑️

• [x] My code follows the guidelines of this project.
• [x] I have performed a self-review of my own code.
• [x] I have commented my code, particularly wherever it was hard to understand.
• [ ] I have made corresponding changes to the documentation.
• [x] My changes generate no new warnings.
• [x] I have added things that prove my fix is effective or that my feature works.
• [ ] Any dependent changes have been merged and published in downstream modules.

[github-actions[bot]]

Our team will soon review your PR. Thanks @Karthik110505 :)

[abhisheks008]

Thanks for making the changes, still the GitHub glitch is there. Hence can't able to review your work.