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auditi41/wav2vec2-large-xlsr-53-Bangla

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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Model Card

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wav2vec2-large-xlsr-53-Bangla

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the commonvoice11_0 dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.6125
  • —Wer: 0.5442

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: 0.0004
  • —trainbatchsize: 16
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 32
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —num_epochs: 30

Training results

Training LossEpochStepValidation LossWer
4.68812.286001.03250.9634
0.80874.5612000.60900.7430
0.50896.8418000.51560.6615
0.38649.1324000.52870.6676
0.306411.4130000.54110.6278
0.253513.6936000.52060.6149
0.21615.9742000.55960.6120
0.185218.2548000.56580.5821
0.165320.5354000.59380.5521
0.149922.8160000.58250.5645
0.132325.0966000.61510.5593
0.12227.3872000.60460.5556
0.111829.6678000.61250.5442

Framework versions

  • —Transformers 4.24.0
  • —Pytorch 2.0.0+cu118
  • —Datasets 2.11.0
  • —Tokenizers 0.13.3