birgermoell / dysarthria_classification

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Total runs: 14
24-hour runs: 1
7-day runs: 0
30-day runs: 3
Model's Last Updated: January 11 2024
audio-classification

Introduction of dysarthria_classification

Model Details of dysarthria_classification

dysarthria_classification

This model is a fine-tuned version of facebook/wav2vec2-base on the audiofolder dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3926
  • Accuracy: 0.175
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: 3e-05
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 128
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 10
Training results
Training Loss Epoch Step Validation Loss Accuracy
No log 1.0 3 1.3941 0.2
No log 2.0 6 1.3945 0.2
No log 3.0 9 1.3938 0.2
1.384 4.0 12 1.3934 0.15
1.384 5.0 15 1.3934 0.15
1.384 6.0 18 1.3935 0.15
1.3825 7.0 21 1.3930 0.15
1.3825 8.0 24 1.3927 0.15
1.3825 9.0 27 1.3926 0.175
1.3833 10.0 30 1.3926 0.175
Framework versions
  • Transformers 4.35.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.0

Runs of birgermoell dysarthria_classification on huggingface.co

14
Total runs
1
24-hour runs
2
3-day runs
0
7-day runs
3
30-day runs

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dysarthria_classification huggingface.co

dysarthria_classification huggingface.co is an AI model on huggingface.co that provides dysarthria_classification's model effect (), which can be used instantly with this birgermoell dysarthria_classification model. huggingface.co supports a free trial of the dysarthria_classification model, and also provides paid use of the dysarthria_classification. Support call dysarthria_classification model through api, including Node.js, Python, http.

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dysarthria_classification install

dysarthria_classification is an open source model from GitHub that offers a free installation service, and any user can find dysarthria_classification on GitHub to install. At the same time, huggingface.co provides the effect of dysarthria_classification install, users can directly use dysarthria_classification installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

dysarthria_classification install url in huggingface.co:

https://huggingface.co/birgermoell/dysarthria_classification

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birgermoell
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