luigisaetta / whisper-medium-it

huggingface.co
Total runs: 7
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: December 11 2022
automatic-speech-recognition

Introduction of whisper-medium-it

Model Details of whisper-medium-it

luigisaetta/whisper-medium-it

This model is a fine-tuned version of openai/whisper-medium on the common_voice_11_0 dataset.

It achieves the following results on the evaluation set:

  • Loss: 0.1452
  • Wer: 5.7191
Model description

This model is a fine-tuning of the OpenAI Whisper Medium 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: 1e-05
  • train_batch_size: 32
  • eval_batch_size: 16
  • 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
0.1216 0.2 1000 0.2289 10.0594
0.1801 0.4 2000 0.1851 7.6593
0.1763 0.6 3000 0.1615 6.5258
0.1337 0.8 4000 0.1506 6.0427
0.0742 1.05 5000 0.1452 5.7191
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-medium-it on huggingface.co

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

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

More whisper-medium-it license Visit here:

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

whisper-medium-it huggingface.co

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

whisper-medium-it huggingface.co Url

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

luigisaetta whisper-medium-it online free

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

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

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

whisper-medium-it install

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

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

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

Url of whisper-medium-it

whisper-medium-it huggingface.co Url

Provider of whisper-medium-it huggingface.co

luigisaetta
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