nicoler229
commited on
Commit
•
741b01c
1
Parent(s):
124b46e
Upload folder using huggingface_hub
Browse files- README.md +56 -0
- model.joblib +3 -0
- target_encoders.joblib +3 -0
- training_params.json +1 -0
README.md
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
---
|
3 |
+
tags:
|
4 |
+
- autotrain
|
5 |
+
- tabular
|
6 |
+
- regression
|
7 |
+
- tabular-regression
|
8 |
+
datasets:
|
9 |
+
- nicoler229/autotrain-data-renp-vcyx-5hff
|
10 |
+
---
|
11 |
+
|
12 |
+
# Model Trained Using AutoTrain
|
13 |
+
|
14 |
+
- Problem type: Tabular regression
|
15 |
+
|
16 |
+
## Validation Metrics
|
17 |
+
|
18 |
+
- r2: 0.8987710422047952
|
19 |
+
- mse: 15.386801584871137
|
20 |
+
- mae: 3.1008129119873047
|
21 |
+
- rmse: 3.9226013798079378
|
22 |
+
- rmsle: 0.049014949862444
|
23 |
+
- loss: 3.9226013798079378
|
24 |
+
|
25 |
+
## Best Params
|
26 |
+
|
27 |
+
- learning_rate: 0.09858308825036341
|
28 |
+
- reg_lambda: 1.7244892825164977e-06
|
29 |
+
- reg_alpha: 0.004880162297132929
|
30 |
+
- subsample: 0.5918267532876357
|
31 |
+
- colsample_bytree: 0.6228647593929555
|
32 |
+
- max_depth: 8
|
33 |
+
- early_stopping_rounds: 440
|
34 |
+
- n_estimators: 7000
|
35 |
+
- eval_metric: rmse
|
36 |
+
|
37 |
+
## Usage
|
38 |
+
|
39 |
+
```python
|
40 |
+
import json
|
41 |
+
import joblib
|
42 |
+
import pandas as pd
|
43 |
+
|
44 |
+
model = joblib.load('model.joblib')
|
45 |
+
config = json.load(open('config.json'))
|
46 |
+
|
47 |
+
features = config['features']
|
48 |
+
|
49 |
+
# data = pd.read_csv("data.csv")
|
50 |
+
data = data[features]
|
51 |
+
|
52 |
+
predictions = model.predict(data) # or model.predict_proba(data)
|
53 |
+
|
54 |
+
# predictions can be converted to original labels using label_encoders.pkl
|
55 |
+
|
56 |
+
```
|
model.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:055eb9e7b8fe9ff6644fb20e22f9b903f6309dc487637aa8ff21f612582871b7
|
3 |
+
size 512099
|
target_encoders.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:926248e52d1fa532c317e37da24ed652ae64110f8219cb5e061668bd3091f048
|
3 |
+
size 5
|
training_params.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"data_path": "nicoler229/autotrain-data-renp-vcyx-5hff", "model": "xgboost", "username": "nicoler229", "seed": 42, "train_split": "train", "valid_split": "validation", "project_name": "/tmp/model", "push_to_hub": true, "id_column": "autotrain_id", "target_columns": ["autotrain_label"], "repo_id": "nicoler229/renp-vcyx-5hff-0", "categorical_columns": null, "numerical_columns": null, "task": "regression", "num_trials": 100, "time_limit": 3600, "categorical_imputer": null, "numerical_imputer": "mean", "numeric_scaler": "standard"}
|