Drag w and b until the line runs through the cloud of dots. Watch the right-hand panel — dark means low loss, bright means high loss, and the white cross is the best line that exists for this data.
Hours studied → Marks
The error landscape
One input, one weight, one bias — this is a neuron. It updates live with the sliders above: it isn't an analogy, it's the same equation, redrawn.