whisper-base-belarusian

ales/whisper-base-belarusian

whisper-base-belarusian is a automatic speech recognition model from ales. 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: Dec 16, 2022
Updated: Dec 18, 2022
SHA: 07367f21

Datasets

mozilla-foundation/common_voice_11_0

Model card

From the Hugging Face model README

Whisper Base Belarusian

This model is a fine-tuned version of openai/whisper-base on the mozilla-foundation/common_voice_11_0 be dataset. It achieves the following results on the evaluation set:

Loss: 0.1080
Wer: 12.2069

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: 0.0001
train_batch_size: 64
eval_batch_size: 32
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
0.2445	0.17	1000	0.3059	32.4163
0.1823	0.33	2000	0.2004	22.1259
0.1412	0.5	3000	0.1752	20.0700
0.1093	0.67	4000	0.1413	16.0533
0.1137	0.83	5000	0.1155	13.3108
0.0585	1.1	6000	0.1080	12.2069

Framework versions

Transformers 4.26.0.dev0
Pytorch 1.13.0+cu117
Datasets 2.7.1.dev0
Tokenizers 0.13.2

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Languages: be
Created: Dec 16, 2022
Updated: Dec 18, 2022