CoolFace
Modelpublic

Shamik/whisper-tiny-polyAI-minds14

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
0likes5downloads
Model Card

<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. -->

Whisper Tiny finetuned on PolyAI Minds14 English US

This model is a fine-tuned version of openai/whisper-tiny on the Speech Transcription in English from e-banking domain. dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.8668
  • —Wer Ortho: 0.4009
  • —Wer: 0.3823

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
  • —trainbatchsize: 16
  • —evalbatchsize: 64
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constantwithwarmup
  • —lrschedulerwarmup_steps: 50
  • —training_steps: 400
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer OrthoWer
0.35013.571000.71340.45680.4212
0.0447.142000.76390.40960.3746
0.004810.713000.82650.41090.3854
0.002114.294000.86680.40090.3823

Framework versions

  • —Transformers 4.36.0
  • —Pytorch 2.0.0
  • —Datasets 2.1.0
  • —Tokenizers 0.15.0