dtorber / bert-base-cased

huggingface.co
Total runs: 7
24-hour runs: 0
7-day runs: -2
30-day runs: -1
Model's Last Updated: May 17 2024
text-classification

Introduction of bert-base-cased

Model Details of bert-base-cased

bert-base-cased

This model is a fine-tuned version of google-bert/bert-base-cased on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6750
  • F1 Macro: 0.9031
  • F1: 0.9370
  • F1 Neg: 0.8692
  • Acc: 0.915
  • Prec: 0.9336
  • Recall: 0.9405
  • Mcc: 0.8063
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: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss F1 Macro F1 F1 Neg Acc Prec Recall Mcc
0.1886 1.0 2125 0.3952 0.8938 0.9283 0.8593 0.905 0.9425 0.9145 0.7884
0.0578 2.0 4250 0.6750 0.9031 0.9370 0.8692 0.915 0.9336 0.9405 0.8063
0.0243 3.0 6375 0.7559 0.8922 0.9294 0.8550 0.905 0.9294 0.9294 0.7843
0.0084 4.0 8500 0.8553 0.9001 0.9353 0.8649 0.9125 0.9301 0.9405 0.8003
0.0131 5.0 10625 0.8916 0.8974 0.9333 0.8615 0.91 0.9299 0.9368 0.7949
Framework versions
  • Transformers 4.38.2
  • Pytorch 2.2.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.2

Runs of dtorber bert-base-cased on huggingface.co

7
Total runs
0
24-hour runs
0
3-day runs
-2
7-day runs
-1
30-day runs

More Information About bert-base-cased huggingface.co Model

More bert-base-cased license Visit here:

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

bert-base-cased huggingface.co

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

bert-base-cased huggingface.co Url

https://huggingface.co/dtorber/bert-base-cased

dtorber bert-base-cased online free

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

dtorber bert-base-cased online free url in huggingface.co:

https://huggingface.co/dtorber/bert-base-cased

bert-base-cased install

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

bert-base-cased install url in huggingface.co:

https://huggingface.co/dtorber/bert-base-cased

Url of bert-base-cased

bert-base-cased huggingface.co Url

Provider of bert-base-cased huggingface.co

dtorber
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Updated:May 15 2024