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Machine learning is becoming more and more ubiquitous in our daily lives. From thermostats which know when you will be home, to smarter cars and the phone we have in our pocket. It seems like it is everywhere and that makes it an interesting field to explore! But what is machine learning? In general terms, it is a way for a system to learn and make predictions. This can be as simple as predicting relevant shopping items to as complex as a digital assistant.

With this blog post I will try to give an introduction into classification using the Naive Bayes classifier algorithm. It is an easy algorithm to implement while giving decent results. But it will need some statistic knowledge to understand, so bear with me. By the end of it you might see some applications and even try to implement it yourself!

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<?php

namespace App\Core\Screens;

use App\Core\Layout\TestColums;
use Illuminate\Http\Request;
use Orchid\Platform\Screen\Screen;

class Demo extends Screen
{

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<?php

//"react/event-loop": "^0.4.3",
//"react/http": "^0.7.2",
//"symfony/psr-http-message-bridge": "^1.0"


/*
|--------------------------------------------------------------------------
| Create The Application

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<?php

namespace App\Core\Behaviors\Many;

use Orchid\Behaviors\Many;
use Orchid\Http\Forms\Posts\BasePostForm;
use Orchid\Http\Forms\Posts\UploadPostForm;

class DemoPost extends Many
{

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<?php

require 'vendor/autoload.php';

$top = fopen('./top-1m.csv','r');
$client = new GuzzleHttp\Client();

while ( ($data = fgetcsv($top) ) !== FALSE ) {

    $sitename = $data[1]; // google.com

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@extends('layouts.app')

@section('content')


    <!-- Page Header -->
    <!-- Set your background image for this header on the line below. -->
    <header class="intro-header" style="background-image: url('img/home-bg.jpg')">
        <div class="container">
            <div class="row">

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@extends('layouts.app')

@section('title',$post->getContent('title'))
@section('keywords',$post->getContent('keywords'))
@section('description',$post->getContent('description'))

@section('content')

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<?php

namespace App\Http\Controllers;

use Orchid\Core\Models\Post;

class BlogController extends Controller
{

    /**

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<?php

namespace App\Core\Behaviors\Many;

use Orchid\Behaviors\Many;
use Orchid\Http\Forms\Posts\BasePostForm;
use Orchid\Http\Forms\Posts\UploadPostForm;

class Blog extends Many
{

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<!-- Collect the nav links, forms, and other content for toggling -->
<div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
    <ul class="nav navbar-nav navbar-right">
        @foreach($menu as $item)

            <li>
                <a href="{{$item->slug}}"
                   title="{{$item->title}}"
                   target="{{$item->target}}"
                   rel="{{$item->robot}}"