whisper-tiny-asr-english

abhinavkashyap92/whisper-tiny-asr-english

whisper-tiny-asr-english is a automatic speech recognition model from abhinavkashyap92. 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: Jul 17, 2023
Updated: Jul 17, 2023
SHA: b78974d9

Datasets

PolyAI/minds14

Model card

From the Hugging Face model README

whisper-tiny-asr-english

This model is a fine-tuned version of openai/whisper-tiny on the PolyAI/minds14 dataset. It achieves the following results on the evaluation set:

Wer Ortho: 0.3196
Wer: 0.3158
Loss: 0.5223

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: 4
eval_batch_size: 4
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: constant_with_warmup
lr_scheduler_warmup_steps: 50
training_steps: 500

Training results

Training Loss	Epoch	Step	Wer Ortho	Wer	Validation Loss
0.4862	0.89	100	0.3917	0.3719	0.5372
0.3213	1.79	200	0.3769	0.3571	0.4777
0.1822	2.68	300	0.3726	0.3589	0.4746
0.068	3.57	400	0.3276	0.3146	0.4819
0.0333	4.46	500	0.3196	0.3158	0.5223

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: Jul 17, 2023
Updated: Jul 17, 2023