whisper-small-AR

MohammedNasri/whisper-small-AR

whisper-small-AR is a automatic speech recognition model from MohammedNasri. 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: Jan 19, 2023
Updated: Mar 16, 2023
SHA: d038e91f

Datasets

mozilla-foundation/common_voice_11_0

Model card

From the Hugging Face model README

Whisper Small ar - Mohammed Nasri

This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:

Loss: 0.1945
Wer: 17.3068

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: 6000
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
0.0669	0.05	1000	0.2389	21.1529
0.0532	0.1	2000	0.2350	20.0492
0.0647	0.16	3000	0.2214	19.3772
0.096	0.21	4000	0.2139	18.7315
0.0802	0.26	5000	0.2038	17.8567
0.1331	0.31	6000	0.1945	17.3068

Framework versions

Transformers 4.28.0.dev0
Pytorch 1.12.1
Datasets 2.10.1
Tokenizers 0.13.2

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Languages: ar
Created: Jan 19, 2023
Updated: Mar 16, 2023