Downloads · 30 days
5
7% of all-time downloads
job-salary-classifier
benjaminrio/job-salary-classifier
job-salary-classifier is a text classification model from benjaminrio. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
69
Public
Parameters
109M
9.2 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors438 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Dec 8, 2023
- Updated
- Dec 8, 2023
- SHA
- 35e50d46
Try a prompt
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. -->
job-salary-classifier
This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2494
- F1: 0.6873
- Roc Auc: 0.8006
- Accuracy: 0.6494
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: 7
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
|---|---|---|---|---|---|---|
| No log | 1.0 | 39 | 0.3015 | 0.4057 | 0.6299 | 0.2792 |
| No log | 2.0 | 78 | 0.2932 | 0.5674 | 0.7286 | 0.5195 |
| No log | 3.0 | 117 | 0.2666 | 0.6494 | 0.7669 | 0.5714 |
| No log | 4.0 | 156 | 0.2524 | 0.7010 | 0.8084 | 0.6623 |
| No log | 5.0 | 195 | 0.2509 | 0.6990 | 0.8058 | 0.6558 |
| No log | 6.0 | 234 | 0.2497 | 0.7103 | 0.8130 | 0.6688 |
| No log | 7.0 | 273 | 0.2494 | 0.6873 | 0.8006 | 0.6494 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Dec 8, 2023
- Updated
- Dec 8, 2023