jtilly

#!/bin/bash

# this script installs GCC 4.9.3 
# to use it navigate to your home directory and type:
# sh install-gcc-4.9.3.sh

# download and install gcc 4.9.3
wget https://ftp.gnu.org/gnu/gcc/gcc-4.9.3/gcc-4.9.3.tar.gz
tar xzf gcc-4.9.3.tar.gz
cd gcc-4.9.3

jtilly

#!/bin/bash

sudo apt-get install qt5-default
wget http://kcachegrind.sourceforge.net/kcachegrind-0.7.4.tar.gz
tar xvf kcachegrind-0.7.4.tar.gz
cd kcachegrind-0.7.4
qmake && make
sudo install -m 755 qcachegrind/qcachegrind /usr/local/bin
sudo install -m 644 qcachegrind/qcachegrind.desktop \
		/usr/local/share/applications/

jtilly

library(xgboost)
library(dplyr)

params = list(min_child_weight = 0.00001, lambda = 0 )
nrounds = 1

# sparse ---

jtilly

// timer.h
#include <iostream>
#include <sstream>

#ifndef timer_h
#define timer_h

class timer {
    
    private:

jtilly

library(lightgbm)
library(tidyverse)

rm(list = ls())

# We load the default iris dataset shipped with R
data(iris)

iris = as_data_frame(iris) %>% 
    mutate(Species = as.numeric(factor(Species)) - 1) %>% 

jtilly

#' Install Dependent Packages
#'
#' @param pkg.dir refers to the package directory that contains the 
#'     \code{Description} file
#' @param dependencies defines which dependencies of the dependent packages are 
#'     to be installed
#' @param repos is the (CRAN) repository used to install dependencies
#' @param lib is the library to which packages are installed
install_dep = function(pkg.dir = ".", dependencies = TRUE, repos = getOption("repos")[1], lib = .libPaths()[1]) {
    

jtilly

library(xgboost)
set.seed(1234)

N = 1000
x1 <- runif(N)
x <- ifelse(x1 <= 0.2, as.numeric(NA), x1)
y <- as.numeric(x1 >= 0.9)

bst <- xgboost(data = matrix(x, ncol=1), label = y,
               objective = "binary:logistic", eval_metric = "logloss",

jtilly

rm(list = ls())

dict.orig = unique(readLines("https://raw.githubusercontent.com/first20hours/google-10000-english/master/google-10000-english.txt"))

txt2numeric = function(word.orig, return.orig = TRUE) {
    word = tolower(word.orig)
    word = gsub("([^a-z]){1}", 1, word)
    word = gsub("(a|b|c){1}", 2, word)
    word = gsub("(d|e|f){1}", 3, word)
    word = gsub("(g|h|i){1}", 4, word)

jtilly

#ifndef print_mat_h
#define print_mat_h

void print_mat(arma::mat my_matrix) {
    
    uint cols = my_matrix.n_cols;
    uint rows = my_matrix.n_rows;
    
    Rcout << "--------\n";
    for(uint rX = 0; rX < rows; rX++) {

jtilly

# making mixture models numerically robust
set.seed(4)
rm(list = ls())

nobs = 1000
alpha = 0.1
p = runif(nobs, min = 0.0, max = 1.0)
q = runif(nobs, min = 0.0, max = 1.0)

# naive computation of log-likelihood contribution