whisper_tiny_to_myst55h

rishabhjain16/whisper_tiny_to_myst55h

whisper_tiny_to_myst55h is a automatic speech recognition model from rishabhjain16. 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: Feb 6, 2023
Updated: Feb 13, 2023
SHA: 80583b36

Model card

From the Hugging Face model README

openai/whisper-tiny

This model is a fine-tuned version of openai/whisper-tiny on the MyST(55 hours) dataset. It achieves the following results on the evaluation set (MyST 10 hours):

Loss: 0.5675
Wer: 20.2661

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: 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: 5000
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
0.3752	4.02	1000	0.4264	20.9318
0.2349	8.04	2000	0.4460	19.5872
0.095	13.01	3000	0.5086	20.6995
0.0416	17.02	4000	0.5504	20.7856
0.0339	21.04	5000	0.5675	20.2661

Framework versions

Transformers 4.27.0.dev0
Pytorch 1.13.1+cu117
Datasets 2.9.1.dev0
Tokenizers 0.13.2

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Created: Feb 6, 2023
Updated: Feb 13, 2023