The training and prediction loop — step 5 of 7

This loop should learn w = 2 and instead reports an astronomically wrong number. Nothing is wrong with the gradient — the LEARNING RATE is so large that every step overshoots the bottom and lands higher up the other side, doubling the error forever. Fix the one knob.