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whisper-tiny-german-HanNeurAI
HanCreation/whisper-tiny-german-HanNeurAI
whisper-tiny-german-HanNeurAI is a automatic speech recognition model from HanCreation. 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 10, 2024
- Updated
- Jun 23, 2024
- SHA
- 1611848a
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-Tiny-german-HanNeurAI
This model is a fine-tuned version of openai/whisper-tiny on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.5505
- Wer: 31.4346
This model is part of my school project, it uses shuffled 100k rows of train dataset since the computation power is limited.
Additional information can be found in this github: HanCreation/Whisper-Tiny-German
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: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.4824 | 0.16 | 1000 | 0.6305 | 35.5019 |
| 0.4284 | 0.32 | 2000 | 0.5855 | 33.3615 |
| 0.4152 | 0.48 | 3000 | 0.5610 | 32.1068 |
| 0.4387 | 0.64 | 4000 | 0.5505 | 31.4346 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0
- Datasets 2.19.1
- Tokenizers 0.19.1
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- de
- Created
- May 10, 2024
- Updated
- Jun 23, 2024