[Model Enhancement]: Colour Detection using DL

[Arihant-Bhandari]

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Project Title : Colour Detection using DL
:red_circle: Aim : trying out a new custom CNN for the project
:red_circle: Dataset :
:red_circle: Approach : will try out creating a new custom built CNN model beac use i noticed how both train and val accuracy were bound at 0.9 accuracy. if the work ends up satisfactory i will be issuing a PR for the same, and if not, close this issue. I wiill be creating a new colour_detection.ipynb file so as to not affect the original copy of the code since it is a great implementation, and if need be changes can be transported over to the file on the PA end.

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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): discord ID: Arihant-Bhandari (eternal_insight)
• Approach for this Project : creating a new CNN under a new file
• What is your participant role? (Mention the Open Source program) aprticipating as a Contributor under GSSoC 2024

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  Happy Contributing 🚀

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

[abhisheks008]

Is it kind of an enhancement of the existing project? @Arihant-Bhandari Because I have seen this project is already present in this repo, https://github.com/abhisheks008/DL-Simplified/tree/main/Colour%20Detection%20using%20DL

[Arihant-Bhandari]

Yes @abhisheks008 it would be an enhancement to the existing project. I thought of it as an experimental approach , seeing that the validation and training accuracy were both getting capped at 90%.

If I can enhance the existing project I will start a PR, and if I couldn't , I will close this issue.

The existing code is well written so I didn't want to intrude on the original , and hence am suggesting a new file with my code so that you can compare and decide what to keep , maybe even both.

[abhisheks008]

You can go ahead with it. Issue assigned to you @Arihant-Bhandari

[abhisheks008]

I have updated the issue title for better understanding, please make sure that the issue title will remain same as the pull request title.

[Arihant-Bhandari]

@abhisheks008 hi please take a look at the PR, i have tried making things in order as the PR template suggested, if there are edits to be made, or changes that need to be done, or any suggestions, i would be more than glad to work on them. thank you for your time reviewing this.