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Niketkumardheeryan / ML-CaPsule

ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.
MIT License
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Defective Captcha Image Recognition #780

Open aaradhyasinghgaur opened 3 weeks ago

aaradhyasinghgaur commented 3 weeks ago

Solution :- 1. Utilizing 5 models such as EfficientNetB0 , Xception, VGG16, ResNet50, and InceptionV3 for image classification.

  1. Applying data augmentation (rotation, zooming, flipping, shearing, brightness) to enhance dataset robustness.
  2. Comparing model performance using accuracy scores, loss/accuracy graphs, and confusion matrices.
  3. Conducting EDA for dataset insights, including image distribution, quality, class imbalances, and sample visualization.
  4. Documening the process in a comprehensive README file.

Dataset I'll use :- https://www.kaggle.com/datasets/kadenm/noisy-digitbased-captcha-images

@invigorzz313 kindly assign this issue to me