Ayu-hack / Hacktoberfest2024

This is repo to create some pull requests and completing hacktoberfest 2024 easily. All request will be accepted. Genuine Pull Request will promoted also. #hacktobefest #hacktobefest2024 #hacktobefest-accepted Resources
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# Eye Disease Classified RNN #2

Closed praveenarjun closed 1 month ago

praveenarjun commented 1 month ago

Description: Eye Disease Classification using RNN

This feature aims to implement a Recurrent Neural Network (RNN) model to classify eye diseases from medical images. The model will be trained to identify various eye conditions such as diabetic retinopathy, glaucoma, and macular degeneration based on retinal images. Objectives

Develop an RNN model capable of accurately classifying different eye diseases.
Utilize a dataset of retinal images for training and validation.
Implement the solution using Java and integrate it into the repository for the Hacktoberfest 2024 event.

Technical Details

Data Source: Use publicly available datasets like EyePACS.
Model Architecture: Implement an RNN architecture, potentially integrated with Convolutional Neural Networks (CNNs) for feature extraction.
Libraries and Tools: Use Java libraries compatible with machine learning and image processing, such as Deeplearning4j and OpenCV.
Performance Metrics: Measure the model’s performance using accuracy, precision, recall, and F1-score.

Implementation Steps

Data Collection: Gather and preprocess the retinal image dataset.
Model Design: Design the RNN architecture with necessary preprocessing and feature extraction layers.
Training and Evaluation: Train the model on the dataset and evaluate its performance.
Deployment: Integrate the model into a user-friendly interface for real-time classification.

Contribution Guidelines

Follow the repository’s existing standards and practices.
Ensure the code is modular, well-documented, and includes unit tests.

Feel free to add additional test cases to thoroughly check the correctness of your solution.

Ayu-hack commented 1 month ago

Assigned.

Ayu-hack commented 1 month ago

Please fork it.

praveenarjun commented 1 month ago

Ok I will

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From: Ayush Tiwari @.> Sent: Monday, October 7, 2024 7:40:41 PM To: Ayu-hack/Hacktoberfest2024 @.> Cc: CHALLA SREE PRAVEEN @.>; Assign @.> Subject: Re: [Ayu-hack/Hacktoberfest2024] # Eye Disease Classified RNN (Issue #2)

Please fork it.

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“All dreams are within reach. All you have to do is keep moving towards them.” –  Viola Davis


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Vineet Jain (Chancellor) Inspiration

praveenarjun commented 1 month ago

pls add the labels like gssoc ext and level

praveenarjun commented 1 month ago

Pls add labels so that I will be satisfy by my work

It seems I cannot retrieve the list of labels directly. However, you can add labels to your issue by navigating to the issue page and selecting the "Labels" option on the right side of the page.

Ayu-hack commented 1 month ago

Please consider contributing to this repo: https://github.com/Ayu-hack/GeeksforGeeks-POTD-Solution Sorry for the inconvenience, and thank you for your understanding! 🙏

Ayu-hack commented 1 month ago

you cant add label, I will add labels. Contribute to this https://github.com/Ayu-hack/GeeksforGeeks-POTD-Solution