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# finetuned-for-YogaPosesv4

This model is a fine-tuned version of [google/mobilenet_v2_1.0_224](https://huggingface.co/google/mobilenet_v2_1.0_224) on the yoga_pose_images dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0743
- Accuracy: 0.9907

## Model description

More information needed

## 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: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 12
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch   | Step | Validation Loss | Accuracy |
|:-------------:|:-------:|:----:|:---------------:|:--------:|
| 0.0434        | 0.8772  | 100  | 0.1421          | 0.9595   |
| 0.033         | 1.7544  | 200  | 0.0880          | 0.9875   |
| 0.084         | 2.6316  | 300  | 0.0919          | 0.9844   |
| 0.0655        | 3.5088  | 400  | 0.0932          | 0.9875   |
| 0.0126        | 4.3860  | 500  | 0.0696          | 0.9875   |
| 0.0487        | 5.2632  | 600  | 0.0847          | 0.9720   |
| 0.0114        | 6.1404  | 700  | 0.1103          | 0.9813   |
| 0.0377        | 7.0175  | 800  | 0.0743          | 0.9907   |
| 0.062         | 7.8947  | 900  | 0.1642          | 0.9782   |
| 0.0025        | 8.7719  | 1000 | 0.0598          | 0.9875   |
| 0.0041        | 9.6491  | 1100 | 0.1280          | 0.9813   |
| 0.0305        | 10.5263 | 1200 | 0.0920          | 0.9813   |
| 0.0148        | 11.4035 | 1300 | 0.1209          | 0.9875   |


### Framework versions

- Transformers 4.46.3
- Pytorch 2.5.1+cu121
- Datasets 3.1.0
- Tokenizers 0.20.3

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