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Update README.md

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@@ -33,11 +33,16 @@ This repository contains a ResNet-based convolutional neural network trained to
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  - Accuracy: 90.27% on test images
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  - Training Time: Approximately 1 hour on NVIDIA GTX 1080 Ti
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  ## Usage
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  ### Installation:
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  - Dependencies: PyTorch, TorchVision, matplotlib
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  ### Inference:
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  ```python
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  import torch
@@ -175,5 +180,4 @@ plot_image(image_path, prediction)
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  The predicted class for the image is: Cat
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/65dd9dc387458446d0a9da32/IwtLTneWqyRz1uYuYY1Kp.png)
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  - Accuracy: 90.27% on test images
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  - Training Time: Approximately 1 hour on NVIDIA GTX 1080 Ti
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+
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+ ## Results:
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/65dd9dc387458446d0a9da32/IwtLTneWqyRz1uYuYY1Kp.png)
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  ## Usage
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  ### Installation:
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  - Dependencies: PyTorch, TorchVision, matplotlib
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+
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+
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  ### Inference:
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  ```python
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  import torch
 
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  The predicted class for the image is: Cat
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