gokuls / BERT-tiny-emotion-intent

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Total runs: 22
24-hour runs: 0
7-day runs: -2
30-day runs: 12
Model's Last Updated: September 24 2022
text-classification

Introduction of BERT-tiny-emotion-intent

Model Details of BERT-tiny-emotion-intent

BERT-tiny-emotion-intent

This model is a fine-tuned version of google/bert_uncased_L-2_H-128_A-2 on the emotion dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3620
  • Accuracy: 0.91
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: 5e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 33
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Accuracy
1.2603 1.0 1000 0.7766 0.7815
0.5919 2.0 2000 0.4117 0.884
0.367 3.0 3000 0.3188 0.8995
0.2848 4.0 4000 0.2928 0.8985
0.2395 5.0 5000 0.2906 0.898
0.2094 6.0 6000 0.2887 0.907
0.1884 7.0 7000 0.2831 0.9065
0.1603 8.0 8000 0.3044 0.9065
0.1519 9.0 9000 0.3124 0.9095
0.1291 10.0 10000 0.3256 0.9065
0.1179 11.0 11000 0.3651 0.9035
0.1091 12.0 12000 0.3620 0.91
0.0977 13.0 13000 0.3992 0.907
0.0914 14.0 14000 0.4285 0.908
0.0876 15.0 15000 0.4268 0.9055
Framework versions
  • Transformers 4.22.1
  • Pytorch 1.12.1+cu113
  • Datasets 2.5.1
  • Tokenizers 0.12.1

Runs of gokuls BERT-tiny-emotion-intent on huggingface.co

22
Total runs
0
24-hour runs
-4
3-day runs
-2
7-day runs
12
30-day runs

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BERT-tiny-emotion-intent huggingface.co

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

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https://huggingface.co/gokuls/BERT-tiny-emotion-intent

BERT-tiny-emotion-intent install

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

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