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BERT_headline_classifier_v2
harshil0217/BERT_headline_classifier_v2
BERT_headline_classifier_v2 is a machine learning model from harshil0217. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Aug 16, 2024
- Updated
- Aug 16, 2024
- SHA
- 317dc4a4
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
bert-base-cased
This model is a fine-tuned version of bert-base-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4598
- Accuracy: 0.8648
- Precision: 0.8676
- Recall: 0.8679
- F1: 0.8677
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: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 243 | 0.2591 | 0.8421 | 0.8563 | 0.8545 | 0.8534 |
| No log | 2.0 | 486 | 0.2780 | 0.8277 | 0.8388 | 0.8328 | 0.8315 |
| 0.2582 | 3.0 | 729 | 0.3394 | 0.8524 | 0.8545 | 0.8555 | 0.8550 |
| 0.2582 | 4.0 | 972 | 0.3391 | 0.8545 | 0.8631 | 0.8596 | 0.8612 |
| 0.0768 | 5.0 | 1215 | 0.3966 | 0.8617 | 0.8632 | 0.8638 | 0.8631 |
| 0.0768 | 6.0 | 1458 | 0.4443 | 0.8627 | 0.8660 | 0.8658 | 0.8654 |
| 0.0228 | 7.0 | 1701 | 0.4502 | 0.8648 | 0.8683 | 0.8648 | 0.8665 |
| 0.0228 | 8.0 | 1944 | 0.4598 | 0.8648 | 0.8676 | 0.8679 | 0.8677 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Tokenizers 0.19.1
- Type
- bert
- License
- apache-2.0
- Created
- Aug 16, 2024
- Updated
- Aug 16, 2024