luigisaetta / whisper-small3-it

huggingface.co
Total runs: 5
24-hour runs: 0
7-day runs: 0
30-day runs: 4
Model's Last Updated: December 15 2022
automatic-speech-recognition

Introduction of whisper-small3-it

Model Details of whisper-small3-it

Whisper Small3 Italian

This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_11_0 it dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2307
  • Wer: 10.2508
Model description

This model is a fine-tuning of the OpenAI Whisper Small model, on the specified dataset.

Intended uses & limitations

This model has been developed as part of the Hugging Face Whisper Fine Tuning sprint, December 2022.

It is meant to spread the knowledge on how these models are built and can be used to develop solutions where it is needed ASR on the Italian Language.

It has not been extensively tested. It is possible that on other datasets the accuracy will be lower.

Please, test it before using it.

Training and evaluation data

Trained and tested on Mozilla Common Voice, vers. 11

Training procedure

The script run.sh , and the Python file, used for the training are saved in the repository.

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 8e-06
  • 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: 6000
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Wer
0.226 2.01 1000 0.2494 11.3684
0.1017 4.02 2000 0.2403 10.6029
0.0491 6.03 3000 0.2549 10.9591
0.1102 8.04 4000 0.2307 10.2508
0.0384 10.05 5000 0.2592 10.5903
0.0285 12.06 6000 0.2537 10.5026
Framework versions
  • Transformers 4.26.0.dev0
  • Pytorch 1.13.0+cu117
  • Datasets 2.7.1.dev0
  • Tokenizers 0.13.2

Runs of luigisaetta whisper-small3-it on huggingface.co

5
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
4
30-day runs

More Information About whisper-small3-it huggingface.co Model

More whisper-small3-it license Visit here:

https://choosealicense.com/licenses/apache-2.0

whisper-small3-it huggingface.co

whisper-small3-it huggingface.co is an AI model on huggingface.co that provides whisper-small3-it's model effect (), which can be used instantly with this luigisaetta whisper-small3-it model. huggingface.co supports a free trial of the whisper-small3-it model, and also provides paid use of the whisper-small3-it. Support call whisper-small3-it model through api, including Node.js, Python, http.

whisper-small3-it huggingface.co Url

https://huggingface.co/luigisaetta/whisper-small3-it

luigisaetta whisper-small3-it online free

whisper-small3-it huggingface.co is an online trial and call api platform, which integrates whisper-small3-it's modeling effects, including api services, and provides a free online trial of whisper-small3-it, you can try whisper-small3-it online for free by clicking the link below.

luigisaetta whisper-small3-it online free url in huggingface.co:

https://huggingface.co/luigisaetta/whisper-small3-it

whisper-small3-it install

whisper-small3-it is an open source model from GitHub that offers a free installation service, and any user can find whisper-small3-it on GitHub to install. At the same time, huggingface.co provides the effect of whisper-small3-it install, users can directly use whisper-small3-it installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

whisper-small3-it install url in huggingface.co:

https://huggingface.co/luigisaetta/whisper-small3-it

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