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# Dog Breeds Classification

This model is a fine-tuned version of [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224) on 71 Dog Breeds-Image Data Set (Kaggle).
It achieves the following results on the evaluation set:
- Loss: 0.0763
- Accuracy: 0.9743

## Model description

This Model is a Transfer Learning-based model and trained with the size of 224x224 pixels. This model can predict dog with 71 classes of breeds.

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 0.4379        | 1.0   | 249  | 0.2430          | 0.93     |
| 0.1998        | 2.0   | 498  | 0.1380          | 0.9514   |
| 0.0739        | 3.0   | 747  | 0.1008          | 0.9614   |
| 0.0135        | 4.0   | 996  | 0.0834          | 0.9671   |
| 0.0036        | 5.0   | 1245 | 0.0763          | 0.9743   |


### Framework versions

- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.19.1

afghan african wild dog airedale american hairless american spaniel basenji basset beagle bearded collie bermaise bichon frise blenheim bloodhound bluetick border collie borzoi boston terrier boxer bull mastiff bull terrier bulldog cairn chihuahua chinese crested chow clumber cockapoo cocker collie corgi coyote dalmation dhole dingo doberman elk hound french bulldog german sheperd golden retriever great dane great perenees greyhound groenendael irish spaniel irish wolfhound japanese spaniel komondor labradoodle labrador lhasa malinois maltese mex hairless newfoundland pekinese pit bull pomeranian poodle pug rhodesian rottweiler saint bernard schnauzer scotch terrier shar_pei shiba inu shih-tzu siberian husky vizsla yorkie american  spaniel