Dinithi / BlueBERT

huggingface.co
Total runs: 21
24-hour runs: 0
7-day runs: -19
30-day runs: 7
Model's Last Updated: September 04 2022
text-classification

Introduction of BlueBERT

Model Details of BlueBERT

BlueBERT

This model is a fine-tuned version of bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6525
  • Accuracy: 0.83
  • Precision: 0.8767
  • Recall: 0.8889
  • F1: 0.8828
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
0.6839 1.0 50 0.7208 0.39 0.9231 0.1667 0.2824
0.6594 2.0 100 0.5862 0.6 0.9211 0.4861 0.6364
0.539 3.0 150 0.5940 0.66 0.9318 0.5694 0.7069
0.4765 4.0 200 0.5675 0.65 0.9512 0.5417 0.6903
0.3805 5.0 250 0.4494 0.79 0.9322 0.7639 0.8397
0.279 6.0 300 0.4760 0.84 0.8784 0.9028 0.8904
0.2016 7.0 350 0.5514 0.82 0.8553 0.9028 0.8784
0.1706 8.0 400 0.5353 0.84 0.8889 0.8889 0.8889
0.1164 9.0 450 0.7676 0.82 0.8462 0.9167 0.8800
0.1054 10.0 500 0.6525 0.83 0.8767 0.8889 0.8828
Framework versions
  • Transformers 4.21.2
  • Pytorch 1.12.1+cu113
  • Datasets 2.4.0
  • Tokenizers 0.12.1

Runs of Dinithi BlueBERT on huggingface.co

21
Total runs
0
24-hour runs
0
3-day runs
-19
7-day runs
7
30-day runs

More Information About BlueBERT huggingface.co Model

More BlueBERT license Visit here:

https://choosealicense.com/licenses/cc0-1.0

BlueBERT huggingface.co

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

Dinithi BlueBERT online free

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

Dinithi BlueBERT online free url in huggingface.co:

https://huggingface.co/Dinithi/BlueBERT

BlueBERT install

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

BlueBERT install url in huggingface.co:

https://huggingface.co/Dinithi/BlueBERT

Url of BlueBERT

BlueBERT huggingface.co Url

Provider of BlueBERT huggingface.co

Dinithi
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