uzbek_stt_5_version

oyqiz/uzbek_stt_5_version

uzbek_stt_5_version is a automatic speech recognition model from oyqiz. 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: wav2vec2
Access: Public
Created: Sep 27, 2022
Updated: Dec 24, 2022
SHA: 8ab34790

Datasets

common_voice_10_0

Model card

From the Hugging Face model README

O'zbekcha SpeechToText 5-versiyasi

Bu model facebook/wav2vec2-base va MOZILLA-FOUNDATION/COMMON_VOICE_10_0 - versiyasining dataseti bilan o'qitildi. Model o'qitilgandan keyin quyidagi natijalarga erishildi:

Xatolik: 1.8085
So'zlarning xatolik darajasi: 0.9421

Model haqida

Model 2 kun davomida 2xRTX3090 24GBli Video kartada o'qitildi.

Modelni o'qitish uchun quyidagi giperparameterlarni qo'ydik:

Quyidagi giperparameterlar model o'qitish jarayonida ishlatildi:

learning_rate: 3e-05
train_batch_size: 32
eval_batch_size: 16
seed: 42
distributed_type: multi-GPU
num_devices: 2
total_train_batch_size: 64
total_eval_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
num_epochs: 30.0
mixed_precision_training: Native AMP

O'qitish natijalari

Xatolik	Epox	Qadam	Tasdiq xatoligi	SXD
0.3452	5.45	5000	0.3839	0.4574
0.2466	10.91	10000	0.4011	0.4067
1.5753	16.36	15000	1.2937	0.8844
1.9454	21.81	20000	1.8227	0.9392
1.922	27.26	25000	1.8085	0.9421

Task: Automatic Speech Recognition
Library: transformers
Type: wav2vec2
License: apache-2.0
Languages: uz
Created: Sep 27, 2022
Updated: Dec 24, 2022