File size: 1,849 Bytes
2a7f245 1ac8a1b |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 |
---
pipeline_tag: audio-classification
datasets:
- common_language
---
# Language Classification
A model trained for language classification. Thanks to @sanchit-gandhi for [this code](https://huggingface.co/sanchit-gandhi/whisper-base-ft-common-language-id) which was used to train the model.
This model was trained for 15 epochs.
## Evaluation
It achieves the following results on the evaluation set:
- Loss: 1.1229
- Accuracy: 0.7401
## Hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 64
- eval_batch_size: 16
- seed: 0
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 15.0
- mixed_precision_training: Native AMP
## Training Results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 3.1638 | 1.0 | 347 | 3.0152 | 0.4200 |
| 2.0788 | 2.0 | 694 | 1.9700 | 0.5504 |
| 1.4236 | 3.0 | 1041 | 1.5048 | 0.6374 |
| 1.0305 | 4.0 | 1388 | 1.2979 | 0.6685 |
| 0.7651 | 5.0 | 1735 | 1.1692 | 0.7023 |
| 0.5782 | 6.0 | 2082 | 1.0896 | 0.7227 |
| 0.4483 | 7.0 | 2429 | 1.0605 | 0.7198 |
| 0.3253 | 8.0 | 2776 | 1.0255 | 0.7376 |
| 0.2589 | 9.0 | 3123 | 1.0478 | 0.7354 |
| 0.1825 | 10.0 | 3470 | 1.0677 | 0.7318 |
| 0.1489 | 11.0 | 3817 | 1.0946 | 0.7373 |
| 0.1274 | 12.0 | 4164 | 1.1180 | 0.7376 |
| 0.1074 | 13.0 | 4511 | 1.1229 | 0.7401 |
| 0.0979 | 14.0 | 4858 | 1.1523 | 0.7383 |
| 0.0914 | 15.0 | 5205 | 1.1498 | 0.7401 | |