Add a maximum number of iteration threshold

[bdelespierre]

Proposed change

$kmeans = new Kmeans(new RandomInitialization());

// fit = clusterize (we should rename this method)
$result = $kmeans->fit($points, maxIter: 300);

echo $result->getIterations(); // never more than 300