README.md
770 B · 45 lines · markdown Raw
1 ---
2 tags:
3 - autotrain
4 - tabular
5 - regression
6 - tabular-regression
7 datasets:
8 - FreekyMeeky/autotrain-data-tm-pricepredictor
9 co2_eq_emissions:
10 emissions: 0.13802782283135043
11 ---
12
13 # Model Trained Using AutoTrain
14
15 - Problem type: Single Column Regression
16 - Model ID: 98386147082
17 - CO2 Emissions (in grams): 0.1380
18
19 ## Validation Metrics
20
21 - Loss: 37.254
22 - R2: 0.959
23 - MSE: 1387.870
24 - MAE: 18.787
25 - RMSLE: 0.086
26
27 ## Usage
28
29 ```python
30 import json
31 import joblib
32 import pandas as pd
33
34 model = joblib.load('model.joblib')
35 config = json.load(open('config.json'))
36
37 features = config['features']
38
39 # data = pd.read_csv("data.csv")
40 data = data[features]
41 data.columns = ["feat_" + str(col) for col in data.columns]
42
43 predictions = model.predict(data) # or model.predict_proba(data)
44
45 ```