[Project Addition]: Butterfly Classification using DL - with Web App

[ishaanv1206]

Pull Request for DL-Simplified 💡

Issue Title : [Project Addition]: Butterfly Classification using DL - with Web App

• Info about the related issue (Aim of the project) : Create a web application to classify between 100 species of butterfly using LENET-5 architecture
• Name: Ishaan Verma
• GitHub ID: https://github.com/ishaanv1206
• Email ID: ishaan007verma@gmail.com
• Idenitfy yourself: (Mention in which program you are contributing in. Eg. For a JWOC 2022 participant it's, JWOC Participant) GSSOC 2024

Closes: #558

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

I used Convolutional Neural network to classify with LENET-5 architecture. I created web application for it too.

Type of change ☑️

What sort of change have you made:

• [ ] Bug fix (non-breaking change which fixes an issue)
• [x] New feature (non-breaking change which adds functionality)
• [ ] Code style update (formatting, local variables)
• [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [ ] This change requires a documentation update

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.
• [x] 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.
• [x] Any dependent changes have been merged and published in downstream modules.

[github-actions[bot]]

Our team will soon review your PR. Thanks @ishaanv1206 :)

[abhisheks008]

Instead of putting all the datapoint images, just mention the source/URL of the dataset in the README file inside the Dataset folder.

@ishaanv1206

[ishaanv1206]

Hi @abhisheks008 I did the changes you requested I added in the main README file too

[ishaanv1206]

@abhisheks008 which images do i have to add in Images folder i didn't understood

[abhisheks008]

@abhisheks008 which images do i have to add in Images folder i didn't understood

The EDA results, model accuracy checking plots and so on.

[ishaanv1206]

I created separate model, dataset and web_app folder and added snapshots in main README.md file.

[abhisheks008]

Changes Required:

1. Please rename the project folder names as, Butterfly Species Classification using DL instead of Butterfly_species_classification.
2. Inside the Dataset/README.md, put a brief about the dataset along with the source of the dataset.
3. In the Model folder, use Jupyter Notebook file instead of .py files. Please check out the existing projects for your reference.
4. In the Web App folder, put the demonstration video and create a README file to showcase the working of the application. For the web app README template, click here

• For your reference, you can check out this project, Brain Tumor Detection

@ishaanv1206 please fix these changes.

Please follow the required changes list and make your changes.