The caveats are worth reading before the rest of it. How long does it take to write down the derivative of a loss function, compared to trusting that your autom

The caveats are worth reading before the rest of it. How long does it take to write down the derivative of a loss function, compared to trusting that your automatic diff did what you expected? I can tell you: not long.