whisper-tiny-minds-v3

MariaK/whisper-tiny-minds-v3

whisper-tiny-minds-v3 is a automatic speech recognition model from MariaK. 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: Jun 27, 2023
Updated: Jun 27, 2023
SHA: b9c9bca9

Model card

From the Hugging Face model README

whisper-tiny-minds-v3

This model is a fine-tuned version of openai/whisper-tiny on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.6530
Wer Ortho: 0.4102
Wer: 0.3751

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
gradient_accumulation_steps: 2
total_train_batch_size: 16
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 100
training_steps: 500

Training results

Training Loss	Epoch	Step	Validation Loss	Wer Ortho	Wer
0.4354	3.57	100	0.5542	0.4539	0.3870
0.066	7.14	200	0.5501	0.4059	0.3554
0.0086	10.71	300	0.6204	0.3953	0.3542
0.0028	14.29	400	0.6455	0.3990	0.3631
0.0022	17.86	500	0.6530	0.4102	0.3751

Framework versions

Transformers 4.30.2
Pytorch 2.0.1+cu118
Datasets 2.13.1
Tokenizers 0.13.3

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Created: Jun 27, 2023
Updated: Jun 27, 2023