Commands model:linear_regression/new¶
Create a ‘new’ instance of a Linear Regression model.
POST /v1/commands/¶
GET /v1/commands/:id¶
Request¶
Route
POST /v1/commands/
Body
| name: | model:linear_regression/new |
|---|---|
| arguments: | dummy_model_ref : Model
name : unicode (default=None)
|
Headers
Authorization: test_api_key_1
Content-type: application/json
Description
Linear Regression [1] is used to model the relationship between a scalar dependent variable and one or more independent variables. The Linear Regression model is initialized, trained on columns of a frame and used to predict the value of the dependent variable given the independent observations of a frame. This model runs the MLLib implementation of Linear Regression [2] with the SGD [3] optimizer.
footnotes
| [1] | https://en.wikipedia.org/wiki/Linear_regression |
| [2] | https://spark.apache.org/docs/1.5.0/mllib-linear-methods.html#linear-least-squares-lasso-and-ridge-regression |
| [3] | https://en.wikipedia.org/wiki/Stochastic_gradient_descent |
Response¶
Status
200 OK
Body
Returns information about the command. See the Response Body for Get Command here below. It is the same.