2-on-2 A.I. football players trained with reinforcement learning M.L. playing against each other

This lengthy video shows several hours of 4 artificial intelligence agents playing football. The players were trained with machine learning. This means that they were never instructed on how to play football or what their purpose was. After several tries, they found out that getting the ball into the opponents’ goal rewards them, while if the opponent achieves the opposite effect, they receive a penalty.

This video was produced using the Unity game engine.

Simple PHP script that lists all files in a directory, sorts them by modification date, and creates hyperlinks for each


echo '<html>';

$ignore = array('.', '..', 'index.php');
$files = array();

foreach (scandir($dir) as $file) {
  if (in_array($file, $ignore)) {
  $files[$file] = filemtime($dir . '/' . $file);


$keys = array_keys($files);

foreach ($files as $key => $value) {
  echo date('r', $value), ' <a href="', $dir, '/', $key, '">', $key, '</a><br/>';

echo 'Done';

echo '</html>';

Gravity Forms: How to Restrict a DatePicker Date Range and Datepicker 1 becomes minDate for datepicker 2

Create an html block in your form and add the following code:

<script type="text/javascript">
gform.addFilter( 'gform_datepicker_options_pre_init', function( optionsObj, formId, fieldId ) {
    if ( formId == 10 && (fieldId == 30 || fieldId == 32) ) {
        var ranges = [
            { start: new Date('10/01/2021'), end: new Date('10/11/2021') }
        optionsObj.beforeShowDay = function(date) {
            for ( var i=0; i<ranges.length; i++ ) {
                if ( date >= ranges[i].start && date <= ranges[i].end ) return [true, ''];
            return [false, ''];
        optionsObj.minDate = ranges[0].start;
        optionsObj.maxDate = ranges[ranges.length -1].end;
    if ( formId == 10 && fieldId == 30 ) {
        optionsObj.onClose = function (dateText, inst) {
            jQuery('#input_10_32').datepicker('option', 'minDate', dateText).datepicker('setDate', dateText);
    return optionsObj;

Be sure to change the dates, the form ID and field ID for the two fields.

“Mixed content blocked” when running an HTTP AJAX operation on an HTTPS page

Recently, we got a peculiar error on an HTTPS website while making Ajax requests.
Even though the website was full HTTPS, the Ajax request using a relative path was getting the “Mixed content blocked” error message.
To resolve this issue fast (without messing with the Javascript code), we added the following meta tag in the website’s header.

<meta http-equiv="Content-Security-Policy" content="upgrade-insecure-requests"> 

How to check if PyTorch is using the GPU?

The following basic code, will import PyTorch into a project and test if GPU capabilities are enabled and available.

import torch

# Should produce "True"

# Should produce the number of available devices, if you have one device it should produce the value "1"

# If there is a device and it is the first one, it should produce the "0"

# Assuming that there is at least one device, with the following two commands we will get some information on the first available device

# Should produce something similar to "<torch.cuda.device object at 0x7f12b1a298d0>"

# Should produce something similar to "'GeForce GTX 1050 Ti'"

We are using Ubuntu 20.04 LTS and the NVidia drivers were installed automatically during installation.