TunLangModel

Arbi-Houssem/TunLangModel

TunLangModel is a automatic speech recognition model from Arbi-Houssem. 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: May 8, 2024
Updated: May 24, 2024
SHA: e8f5a025

Base models

openai/whisper-medium

Datasets

Arbi-Houssem/comondv

Model card

From the Hugging Face model README

Whisper Tunisien

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

Loss: 6.9324
Wer: 100.4052

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: 16
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: 2000
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
1.5017	100.0	300	6.1135	163.5332
0.0224	200.0	600	6.5103	105.8347
0.0101	300.0	900	6.8122	105.8347
0.0095	400.0	1200	6.8766	100.0
0.0093	500.0	1500	6.9174	100.0
0.0091	600.0	1800	6.9324	100.4052

Framework versions

Transformers 4.41.0.dev0
Pytorch 2.2.1+cu121
Datasets 2.19.1
Tokenizers 0.19.1

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Languages: ar
Created: May 8, 2024
Updated: May 24, 2024