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whisper-tiny-en
Bhanu9Prakash/whisper-tiny-en
whisper-tiny-en is a automatic speech recognition model from Bhanu9Prakash. 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
- Aug 21, 2023
- Updated
- Aug 22, 2023
- SHA
- 559b80b6
Base models
Datasets
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-tiny-en
This model is a fine-tuned version of openai/whisper-tiny on the PolyAI/minds14 dataset. It achieves the following results on the evaluation set:
- Loss: 0.5973
- Wer Ortho: 0.2520
- Wer: 0.2436
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: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 50
- training_steps: 500
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.292 | 3.57 | 100 | 0.4495 | 0.2665 | 0.2512 |
| 0.0387 | 7.14 | 200 | 0.4957 | 0.2732 | 0.2604 |
| 0.0053 | 10.71 | 300 | 0.5469 | 0.2538 | 0.2448 |
| 0.0013 | 14.29 | 400 | 0.5758 | 0.2580 | 0.2506 |
| 0.0008 | 17.86 | 500 | 0.5973 | 0.2520 | 0.2436 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Aug 21, 2023
- Updated
- Aug 22, 2023