Dinithi / BioBERT

huggingface.co
Total runs: 20
24-hour runs: 1
7-day runs: 0
30-day runs: 16
Model's Last Updated: September 04 2022
text-classification

Introduction of BioBERT

Model Details of BioBERT

BioBERT

This model is a fine-tuned version of dmis-lab/biobert-v1.1 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9310
  • Accuracy: 0.79
  • Precision: 0.8730
  • Recall: 0.8088
  • F1: 0.8397
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: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Accuracy Precision Recall F1
0.6755 1.0 50 0.6608 0.47 0.9412 0.2353 0.3765
0.6097 2.0 100 0.5785 0.68 0.8214 0.6765 0.7419
0.5123 3.0 150 0.5240 0.7 0.9318 0.6029 0.7321
0.3547 4.0 200 0.4475 0.8 0.9138 0.7794 0.8413
0.2413 5.0 250 0.5033 0.81 0.9153 0.7941 0.8504
0.1398 6.0 300 0.6918 0.8 0.8636 0.8382 0.8507
0.0995 7.0 350 0.7694 0.79 0.8730 0.8088 0.8397
0.0636 8.0 400 0.8876 0.84 0.8824 0.8824 0.8824
0.0512 9.0 450 0.9019 0.8 0.875 0.8235 0.8485
0.0359 10.0 500 0.9310 0.79 0.8730 0.8088 0.8397
Framework versions
  • Transformers 4.21.2
  • Pytorch 1.12.1+cu113
  • Datasets 2.4.0
  • Tokenizers 0.12.1

Runs of Dinithi BioBERT on huggingface.co

20
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1
24-hour runs
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3-day runs
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7-day runs
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30-day runs

More Information About BioBERT huggingface.co Model

BioBERT huggingface.co

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

Dinithi BioBERT online free

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

Dinithi BioBERT online free url in huggingface.co:

https://huggingface.co/Dinithi/BioBERT

BioBERT install

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

BioBERT install url in huggingface.co:

https://huggingface.co/Dinithi/BioBERT

Url of BioBERT

BioBERT huggingface.co Url

Provider of BioBERT huggingface.co

Dinithi
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