Downloads · 30 days
5
6% of all-time downloads
wav2vec2-large-xlsr-53-demo-colab
nbaden/wav2vec2-large-xlsr-53-demo-colab
wav2vec2-large-xlsr-53-demo-colab is a automatic speech recognition model from nbaden. 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. --
All-time downloads
80
Public
Parameters
315M
60.6 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin1.3 GB · 50%
At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Nov 24, 2023
- Updated
- Jan 3, 2024
- SHA
- bfe9da6c
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. -->
wav2vec2-large-xlsr-53-demo-colab
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the common_voice_13_0 dataset. It achieves the following results on the evaluation set:
- Loss: 3.0257
- Wer: 1.0
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: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- 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: 50
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 9.1355 | 3.33 | 50 | 3.2459 | 1.0 |
| 3.1114 | 6.67 | 100 | 3.0770 | 1.0 |
| 3.0762 | 10.0 | 150 | 3.0746 | 1.0 |
| 3.0693 | 13.33 | 200 | 3.0675 | 1.0 |
| 3.0649 | 16.67 | 250 | 3.0554 | 1.0 |
| 3.0401 | 20.0 | 300 | 3.0257 | 1.0 |
Framework versions
- Transformers 4.34.0
- Pytorch 2.1.0+cu121
- Datasets 2.14.5
- Tokenizers 0.14.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Nov 24, 2023
- Updated
- Jan 3, 2024