Model description
This is a Linear Regression model trained on diabetes dataset. This model could be used to predict the progression of diabetes. This model is pretty limited and should just be used as an example of how to user skops and Hugging Face Hub.
Intended uses & limitations
This model is made for educational purposes and is not ready to be used in production.
Training Procedure
[More Information Needed]
Hyperparameters
Click to expand
| Hyperparameter | Value |
|---|---|
| memory | |
| steps | [('scaler', StandardScaler()), ('linear_regression', LinearRegression())] |
| verbose | False |
| scaler | StandardScaler() |
| linear_regression | LinearRegression() |
| scaler__copy | True |
| scaler__with_mean | True |
| scaler__with_std | True |
| linear_regression__copy_X | True |
| linear_regression__fit_intercept | True |
| linear_regression__n_jobs | |
| linear_regression__positive | False |
Model Plot
Pipeline(steps=[('scaler', StandardScaler()),('linear_regression', LinearRegression())])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
Pipeline(steps=[('scaler', StandardScaler()),('linear_regression', LinearRegression())])StandardScaler()
LinearRegression()
Evaluation Results
| Metric | Value |
|---|---|
| Mean Absolute Error | 42.7941 |
| Mean Squared Error | 2900.19 |
| R-Squared Score | 0.452603 |
How to Get Started with the Model
[More Information Needed]
Model Card Authors
skops_user, lazarust
Model Card Contact
You can contact the model card authors through following channels: [More Information Needed]
Citation
bibtex @inproceedings{...,year={2022}}
Intended uses & limitations
This model is made for educational purposes and is not ready to be used in production.
Prediction Scatter
