arabic_speech_ASR_Whisper

nrshoudi/arabic_speech_ASR_Whisper

arabic_speech_ASR_Whisper is a machine learning model from nrshoudi. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.

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

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Hugging Face

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At a glance

Library: peft
License: apache-2.0
Access: Public
Created: Mar 5, 2024
Updated: Mar 7, 2024
SHA: 5cca4e40

Base models

openai/whisper-tiny

Datasets

common_voice_13_0

Model card

From the Hugging Face model README

arabic_speech_ASR_Whisper

This model is a fine-tuned version of openai/whisper-tiny on the common_voice_13_0 dataset. It achieves the following results on the evaluation set:

Loss: 0.8332

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: 0.001
train_batch_size: 6
eval_batch_size: 6
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 50
num_epochs: 10
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss
0.9454	1.0	400	0.9238
0.846	2.0	800	0.8786
0.7349	3.0	1200	0.8355
0.6079	4.0	1600	0.8174
0.5083	5.0	2000	0.8075
0.4655	6.0	2400	0.8072
0.3587	7.0	2800	0.8087
0.3336	8.0	3200	0.8147
0.26	9.0	3600	0.8242
0.2193	10.0	4000	0.8332

Framework versions

PEFT 0.9.0
Transformers 4.38.2
Pytorch 2.1.0+cu121
Datasets 2.18.0
Tokenizers 0.15.2

Library: peft
License: apache-2.0
Created: Mar 5, 2024
Updated: Mar 7, 2024