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whisper-small-malayalam
arjunshajitech/whisper-small-malayalam
whisper-small-malayalam is a automatic speech recognition model from arjunshajitech. 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
- May 22, 2024
- Updated
- May 22, 2024
- SHA
- 1afc5e80
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 Malayalam - Arjun Shaji
This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.6067
- Wer: 85.2874
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: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 1000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.1903 | 3.7037 | 100 | 1.1262 | 100.0 |
| 0.473 | 7.4074 | 200 | 0.5343 | 100.9195 |
| 0.1263 | 11.1111 | 300 | 0.4247 | 91.7241 |
| 0.0335 | 14.8148 | 400 | 0.5135 | 91.7241 |
| 0.0262 | 18.5185 | 500 | 0.5317 | 91.7241 |
| 0.0135 | 22.2222 | 600 | 0.5361 | 86.2069 |
| 0.0067 | 25.9259 | 700 | 0.5448 | 84.5977 |
| 0.0016 | 29.6296 | 800 | 0.6192 | 88.0460 |
| 0.0003 | 33.3333 | 900 | 0.5992 | 84.8276 |
| 0.0002 | 37.0370 | 1000 | 0.6067 | 85.2874 |
Framework versions
- Transformers 4.41.0
- Pytorch 2.1.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ml
- Created
- May 22, 2024
- Updated
- May 22, 2024