Struct IncrementalLinearRegression 

pub struct IncrementalLinearRegression { /* private fields */ }

Simple incremental linear regression model

Implementations

impl IncrementalLinearRegression

pub fn new(n_features: usize, learning_rate: Float, l2_reg: Float) -> Self

impl IncrementalLinearRegression

pub fn deserialize(data: &[u8]) -> Result<Box<dyn IncrementalModel>>

Trait Implementations

impl Clone for IncrementalLinearRegression

fn clone(&self) -> IncrementalLinearRegression

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for IncrementalLinearRegression

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl IncrementalModel for IncrementalLinearRegression

fn partial_fit(&mut self, x: &Array1<Float>, y: Float) -> Result<()>

Incrementally update the model with new data

fn predict_single(&self, x: &Array1<Float>) -> Result<Float>

Predict a single sample

fn complexity(&self) -> usize

Get model complexity (for memory estimation)

fn serialize(&self) -> Result<Vec<u8>>

Serialize model for disk caching

fn clone_model(&self) -> Box<dyn IncrementalModel>

Clone the model