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whisper-small-mr_v5
Viraj008/whisper-small-mr_v5
whisper-small-mr_v5 is a automatic speech recognition model from Viraj008. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Oct 5, 2024
- Updated
- Oct 5, 2024
- SHA
- 452200c1
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Whisper Small MR v5 - Viraj Patil
This model is a fine-tuned version of Viraj008/whisper-small-mr_v4 on the Common Voice 17.0, google/fleurs dataset. It achieves the following results on the evaluation set:
- Loss: 0.2496
- Wer: 34.1242
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: 1e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0573 | 0.5355 | 1000 | 0.2405 | 36.3370 |
| 0.0314 | 1.0710 | 2000 | 0.2484 | 35.4172 |
| 0.0298 | 1.6064 | 3000 | 0.2410 | 35.1640 |
| 0.0182 | 2.1419 | 4000 | 0.2496 | 34.1242 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.0
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- mr
- Created
- Oct 5, 2024
- Updated
- Oct 5, 2024