metadata
license: mit
tags:
- sklearn
- fake jobs detection
- tfidf
- logistic regression
- text classification
datasets:
- fake_job_postings
Fake Job Detector (TF-IDF + SGD)
A lightweight and fast model to detect fake job postings using classical NLP techniques and linear models.
Metrics (on test set)
| precision | recall | f1-score | support | |
|---|---|---|---|---|
| 0 | 0.99 | 1.00 | 0.99 | 855 |
| 1 | 0.86 | 0.66 | 0.75 | 29 |
| accuracy | - | - | 0.99 | 884 |
| macro avg | 0.93 | 0.83 | 0.87 | 884 |
| weighted avg | 0.98 | 0.99 | 0.98 | 884 |