Just a recipe

That slide was dense. The symbols aren't important. You don't need to memorize anything.

Here's all that actually matters: some inputs count more than others. That's the weight. The neuron just adds everything up and decides if it's enough.

That's the whole idea. The rest is just math clothing around a very simple thought.