whisper-small-arabic

MohammadJamalaldeen/whisper-small-arabic

whisper-small-arabic is a automatic speech recognition model from MohammadJamalaldeen. Use it when you need speech turned into text. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Automatic Speech Recognition
Library: transformers
Model type: whisper
Access: Public
Created: Mar 26, 2023
Updated: Mar 26, 2023
SHA: 66a18a95

Model card

From the Hugging Face model README

Whisper Small - Arabic language

This model is a fine-tuned version of MohammadJamalaldeen/whisper-small-with-google-fleurs-ar-4000_steps. It achieves the following results on the evaluation set:

Loss: 0.5364
Wer: 23.5875

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: 8
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
0.0071	3.8	1000	0.4950	25.4875
0.0003	7.6	2000	0.5170	23.8000
0.0001	11.41	3000	0.5300	23.6125
0.0001	15.21	4000	0.5364	23.5875

Framework versions

Transformers 4.26.0
Pytorch 1.13.1+cu116
Datasets 2.7.0
Tokenizers 0.13.2

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
Languages: ar
Created: Mar 26, 2023
Updated: Mar 26, 2023