asr-for-phoneme-detection-1

kavsss/asr-for-phoneme-detection-1

asr-for-phoneme-detection-1 is a machine learning model from kavsss. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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

License: apache-2.0
Model type: wav2vec2
Access: Public
Created: Aug 2, 2024
Updated: Oct 13, 2024
SHA: 06030c95

Base models

facebook/wav2vec2-base

Model card

From the Hugging Face model README

asr-for-phoneme-detection-1

This model is a fine-tuned version of facebook/wav2vec2-base on the TIMIT dataset. It achieves the following results on the evaluation set:

Loss: 0.2756
Wer: 0.9613

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: 4
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 1000
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
1.8867	0.74	500	1.8995	1.0
0.9265	1.49	1000	0.5039	1.0
0.4881	2.23	1500	0.3537	0.9940
0.3512	2.98	2000	0.2781	0.9702
0.2706	3.72	2500	0.2756	0.9613

Framework versions

Transformers 4.11.3
Pytorch 2.4.0
Datasets 2.20.0
Tokenizers 0.10.3

Type: wav2vec2
License: apache-2.0
Created: Aug 2, 2024
Updated: Oct 13, 2024