Upload folder using huggingface_hub

README.md

@@ -9,29 +9,32 @@ pipeline_tag: text-classification
 
 # Jobs job-category classifier (sklearn)
 
-This repo holds the trained artifact consumed by **jobs-shared** (`jobs_shared.ai.categorizers.pipeline`) for the findjobs taxonomy.
+      This repo holds the trained artifact consumed by **jobs-shared**
+      (`jobs_shared.ai.categorizers.pipeline`) for the findjobs taxonomy.
 
-- **Weights:** `category.joblib` — `joblib`-serialized scikit-learn `Pipeline` (`TfidfVectorizer` + `LogisticRegression`), plus artifact keys `fields` and `input_joiner`. Compressed with `joblib.dump(..., compress=3)`.
-- **Upstream:** Produced by `scripts/train/train_category.py`.
-- **HF repo:** `gateswang00/job_classifier`
+      - **Weights:** `category.joblib` — `joblib`-serialized scikit-learn `Pipeline`
+        (`TfidfVectorizer` + `LogisticRegression`), plus artifact keys `fields`
+        and `input_joiner`. Compressed with `joblib.dump(..., compress=3)`.
+      - **Upstream:** Produced by ``scripts/train/train_category.py``.
+      - **HF repo:** `gateswang00/job_classifier`
 
-## Load locally
+      ### Load locally
 
-```python
-import joblib
-from huggingface_hub import hf_hub_download
+      ```python
+      import joblib
+      from huggingface_hub import hf_hub_download
 
-path = hf_hub_download(repo_id="gateswang00/job_classifier", filename="category.joblib")
-artifact = joblib.load(path)
-clf = artifact["model"]  # sklearn Pipeline
-fields = artifact.get("fields", ["title", "llm_skills", "description"])
-print(fields)
-```
+      path = hf_hub_download(repo_id="gateswang00/job_classifier", filename="category.joblib")
+      artifact = joblib.load(path)
+      clf = artifact["model"]  # sklearn Pipeline
+      fields = artifact.get("fields", ["title", "llm_skills", "description"])
+      print(fields)
+      ```
 
-## Training metadata snapshot
+      ### Training metadata snapshot
 
-```yaml
-categorizer_filter: ['qwen2.5:7b', 'qwen3-jobs-classifier']
+      ```
+        categorizer_filter: ['qwen2.5:7b', 'qwen3-jobs-classifier']
 categorizer_mix: {'qwen2.5:7b': 8086}
 category_source_filter: "category_source IS DISTINCT FROM 'rules'"
 category_source_mix: {'(null)': 8167}
@@ -40,9 +43,9 @@ min_per_class: 50
 n_classes: 14
 n_rows: 8086
 random_state: 42
-source: "jobs.job_categorized JOIN jobs.jobs_found LEFT JOIN LATERAL jobs.job_extracted"
+source: 'jobs.job_categorized JOIN jobs.jobs_found LEFT JOIN LATERAL jobs.job_extracted'
 test_size: 0.2
 trained_at: '2026-05-23T15:57:36.400167+00:00'
-```
+      ```
 
-Replace this README's license/frontmatter via the Hugging Face model card UI if needed.
+      Replace this README’s license/frontmatter via the Hugging Face model card UI if needed.