makiisthebes
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Browse filesExplanation of model.
README.md
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license: mit
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license: mit
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# LeNet5
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<!-- Provide a quick summary of what the model is/does. -->
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Architecture is given, learning based on Deep Learning module.
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Best accuracy found is `99.06%` based on these methods and architecture given.
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## Model Details
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/6319030647a84df2a5dd106c/1ea8h0ejxJBJE5R3Sib9B.png)
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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Experimented with LeNet5 implemented in PyTorch, using dataloader from dataset files,
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Main experiments include:
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- Normalising dataset with mean and std of training dataset.
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- Applying data augmentations of 35 degrees rotation and affine.
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- Xavier Initialisation of Parameters.
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- Increasing and Descreasing Angles
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- Appling inverse Laplacian filter to enhance image.
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- Not sure if model is overfitting thus need graph per training.
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- **Developed by:** Michael Peres
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- **Model type:** LeNet5
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- **Language(s) (NLP):** English
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- **License:** MIT
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- **Finetuned from model:** LeNet5
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## Uses
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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- **Hardware Type:** RTX 3070Ti
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- **Hours used:** 0.35h
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