Steboss89

// train split 
let (x_train, x_test, y_train, y_test) = train_test_split(&xmatrix.unwrap(), &y, 0.3, true);

// model 
let linear_regression = LinearRegression::fit(&x_train, &y_train, Default::default()).unwrap();
// predictions 
let preds = linear_regression.predict(&x_test).unwrap(); 
// metrics 
let mse = mean_squared_error(&y_test, &preds);
println!("MSE: {:?}", mse);

Steboss89

let target_array = target.unwrap().to_ndarray::<Float64Type>().unwrap();
// create a vec type and populate with y values
let mut y: Vec<f64> = Vec::new();
for val in target_array.iter(){
    y.push(*val);
}

Steboss89

let target_array = target.unwrap().to_ndarray::<Float64Type>().unwrap();
    // create a vec type and populate with y values
    let mut y: Vec<f64> = Vec::new();
    for val in target_array.iter(){
        y.push(*val);
    }

Steboss89

pub fn convert_features_to_matrix(in_df: &DataFrame) -> Result<DenseMatrix<f64>>{
    /* function to convert feature dataframe to a DenseMatrix, readable by smartcore*/

    let nrows = in_df.height();
    let ncols = in_df.width();
    // convert to array
    let features_res = in_df.to_ndarray::<Float64Type>().unwrap();
    // create a zero matrix and populate with features
    let mut Xmatrix: DenseMatrix<f64> = BaseMatrix::zeros(nrows, ncols);
    // populate the matrix 

stain

{ "@context": {
    "rdf": "http://www.w3.org/1999/02/22-rdf-syntax-ns#",
    "rdfs": "http://www.w3.org/2000/01/rdf-schema#",
    "owl": "http://www.w3.org/2002/07/owl#",
    "express": "http://example.com/express#",
    "defines": {
       "@reverse": "rdfs:isDefinedBy"
    },
    "propertyOf": { 
        "@id": "rdfs:domain",

sloria

The Best of the Best Practices (BOBP) Guide for Python

A "Best of the Best Practices" (BOBP) guide to developing in Python.

In General

Values

• "Build tools for others that you want to be built for you." - Kenneth Reitz
• "Simplicity is alway better than functionality." - Pieter Hintjens

deltheil

#include <stdio.h>
#include <assert.h>
#include <msgpack.h>

typedef struct some_struct {
  uint32_t a;
  uint32_t b;
  float c;
} some_struct;