PHP Architect · Vol 25, Issue 4 · April 2026
Forward Propagation: Building Your First Neural Network in PHP
So we've built our single perceptron and taught it to make simple decisions. That's great, but here's the thing - one perceptron can only solve problems that are linearly separable. Think of trying to separate two groups of data with a straight line. If you can draw a straight line that perfectly separates the groups, a single perceptron can handle it. But what if the data is more complex than that?
The full article is in PHP Architect Vol 25, Issue 4. Subscribe to read it and every new issue.