mrm8488 / bert-tiny-finetuned-enron-spam-detection

huggingface.co
Total runs: 13.4K
24-hour runs: 72
7-day runs: -308
30-day runs: 2.7K
Model's Last Updated: March 18 2023
text-classification

Introduction of bert-tiny-finetuned-enron-spam-detection

Model Details of bert-tiny-finetuned-enron-spam-detection

BERT-Tiny fine-tuned on Enron Spam Detection

This model is a fine-tuned version of google/bert_uncased_L-2_H-128_A-2 (aka BERT-Tiny) on an SetFit/enron_spam for Spam Dectection downstream task.

It achieves the following results on the evaluation set:

  • Loss: 0.0593
  • Precision: 0.9851
  • Recall: 0.9871
  • Accuracy: 0.986
  • F1: 0.9861
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: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 4
Training results
Training Loss Epoch Step Validation Loss Precision Recall Accuracy F1
0.1125 1.0 1983 0.0797 0.9839 0.9692 0.9765 0.9765
0.061 2.0 3966 0.0618 0.9822 0.9861 0.984 0.9842
0.0486 3.0 5949 0.0593 0.9851 0.9871 0.986 0.9861
0.048 4.0 7932 0.0588 0.9870 0.9821 0.9845 0.9846
Framework versions
  • Transformers 4.23.1
  • Pytorch 1.12.1+cu113
  • Datasets 2.6.1
  • Tokenizers 0.13.1

Runs of mrm8488 bert-tiny-finetuned-enron-spam-detection on huggingface.co

13.4K
Total runs
72
24-hour runs
-10
3-day runs
-308
7-day runs
2.7K
30-day runs

More Information About bert-tiny-finetuned-enron-spam-detection huggingface.co Model

More bert-tiny-finetuned-enron-spam-detection license Visit here:

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

bert-tiny-finetuned-enron-spam-detection huggingface.co

bert-tiny-finetuned-enron-spam-detection huggingface.co is an AI model on huggingface.co that provides bert-tiny-finetuned-enron-spam-detection's model effect (), which can be used instantly with this mrm8488 bert-tiny-finetuned-enron-spam-detection model. huggingface.co supports a free trial of the bert-tiny-finetuned-enron-spam-detection model, and also provides paid use of the bert-tiny-finetuned-enron-spam-detection. Support call bert-tiny-finetuned-enron-spam-detection model through api, including Node.js, Python, http.

bert-tiny-finetuned-enron-spam-detection huggingface.co Url

https://huggingface.co/mrm8488/bert-tiny-finetuned-enron-spam-detection

mrm8488 bert-tiny-finetuned-enron-spam-detection online free

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

mrm8488 bert-tiny-finetuned-enron-spam-detection online free url in huggingface.co:

https://huggingface.co/mrm8488/bert-tiny-finetuned-enron-spam-detection

bert-tiny-finetuned-enron-spam-detection install

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

bert-tiny-finetuned-enron-spam-detection install url in huggingface.co:

https://huggingface.co/mrm8488/bert-tiny-finetuned-enron-spam-detection

Url of bert-tiny-finetuned-enron-spam-detection

bert-tiny-finetuned-enron-spam-detection huggingface.co Url

Provider of bert-tiny-finetuned-enron-spam-detection huggingface.co

mrm8488
ORGANIZATIONS

Other API from mrm8488

huggingface.co

Total runs: 855
Run Growth: 264
Growth Rate: 30.88%
Updated:February 23 2024
huggingface.co

Total runs: 201
Run Growth: 89
Growth Rate: 41.59%
Updated:March 19 2023
huggingface.co

Total runs: 72
Run Growth: 32
Growth Rate: 44.44%
Updated:January 24 2024
huggingface.co

Total runs: 52
Run Growth: 33
Growth Rate: 73.33%
Updated:June 20 2023