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whisper-base-ar
Foxasdf/whisper-base-ar
whisper-base-ar is a automatic speech recognition model from Foxasdf. 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
- Dec 31, 2023
- Updated
- Jan 2, 2024
- SHA
- 85bf2991
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 base ar - spongebob
This model is a fine-tuned version of openai/whisper-base on the Common Voice 15.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.4649
- Wer: 43.0741
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: 2
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 1500
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.4268 | 0.87 | 500 | 0.5523 | 50.5668 |
| 0.2877 | 1.73 | 1000 | 0.4752 | 45.1258 |
| 0.2197 | 2.6 | 1500 | 0.4649 | 43.0741 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Dec 31, 2023
- Updated
- Jan 2, 2024