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language: en
tags:
- "distilbert-base-uncased-finetuned-sst-2-english"
license: apache-2.0
widget:
- text: "Sales Account Manager"
example_title: "sales,management,account_management"
- text: "Registered Nurse – Medical Surgical l"
example_title: "healthcare"
- text: "$24/hr | Oil & Gas Accounting Specialist"
example_title: "oil_and_gas,accounting,human_resources"
---
# Job Classification
This model will predict job leaf class(es)
## Model description
As above, pre-trained on ```"distilbert-base-uncased-finetuned-sst-2-english"```
## Training data
pretrained on RL job data
## Evaluation results
When fine-tuned on downstream tasks, this model achieves the following results:
| **Epoch** | **Training Loss** | **Validation Loss** | **F1** | **Roc Auc** | **Accuracy** |
|-----------|-------------------|---------------------|----------|-------------|--------------|
| 1 | 0.001700 | 0.001172 | 0.889403 | 0.918269 | 0.676408 |
| 2 | 0.000800 | 0.000575 | 0.945118 | 0.959073 | 0.827609 |
| 3 | 0.000500 | 0.000371 | 0.965682 | 0.975373 | 0.889090 |
| 4 | 0.000300 | 0.000265 | 0.975741 | 0.984176 | 0.920520 |
| 5 | 0.000200 | 0.000217 | 0.980912 | 0.987641 | 0.938598 |
| 6 | 0.000100 | 0.000188 | 0.984096 | 0.989826 | 0.948720 |
| 7 | 0.000100 | 0.000174 | 0.986366 | 0.990944 | 0.956243 |
| 8 | 0.000100 | 0.000159 | 0.987374 | 0.992371 | 0.960260 |
| 9 | 0.000100 | 0.000153 | 0.987939 | 0.992148 | 0.961954 |
| 10 | 0.000100 | 0.000152 | 0.988216 | 0.992329 | 0.963293 |
|