Exercise 2: Sigmoid's Derivative at x=0 vs. Far From Zero — Possible Solution ==================================================================== STEP 1: COMPUTE THE DERIVATIVE AT x=0 ------------------------------ Given sigma(0) = 0.5 exactly, using this chapter's own closed form: sigma'(0) = sigma(0) * (1 - sigma(0)) = 0.5 * (1 - 0.5) = 0.5 * 0.5 = 0.25 STEP 2: COMPARE TO THE DERIVATIVE FAR FROM ZERO ------------------------------ At a large x (e.g. x=10), sigma(x) approaches very close to 1 - specifically sigma(10) is approximately 0.99995. Using the same formula: sigma'(10) = 0.99995 * (1 - 0.99995) = 0.99995 * 0.00005 = approximately 0.0000454 STEP 3: INTERPRET USING THIS CHAPTER'S OWN SIGN/MAGNITUDE TABLE ------------------------------ 0.25 (at x=0) is a comparatively large derivative value, meaning the function is changing relatively steeply there - per this chapter's own table, a larger |f'(x)| means the function is changing more rapidly. 0.0000454 (at x=10) is an extremely small derivative value, meaning the function is nearly flat there - it's barely changing anymore, since sigma(x) is already very close to its maximum value of 1 and has little room left to increase. RESULT ------------------------------ sigma'(0) = 0.25, the LARGEST possible value the sigmoid derivative ever takes (its peak steepness), while far from zero (large positive or large negative x) the derivative shrinks toward 0, since the function flattens out near its own upper and lower limits (1 and 0 respectively). Sigmoid is steepest right in its own middle and flat at its extremes. WHY THIS WORKS AS AN ANSWER ------------------------------ Both derivative values are computed using this chapter's own exact closed-form formula rather than estimated, and the comparison is explicitly grounded in this chapter's own sign/magnitude interpretation table (large vs. small |f'(x)|) rather than just describing the numbers without connecting them to what magnitude actually means geometrically.