whisper-small-ar

MohammadJamalaldeen/whisper-small-ar

whisper-small-ar 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: 27143623

Datasets

common_voice_11_0

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 on the common_voice_11_0 dataset. It achieves the following results on the evaluation set:

Loss: 0.3383
Wer: 46.5430

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
0.347	0.2	1000	0.4275	53.6902
0.2591	0.39	2000	0.3821	49.4996
0.2681	0.59	3000	0.3503	47.5989
0.271	0.78	4000	0.3383	46.5430

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