Compare your solution for distributed GD and distributed mini$-$batch DG with that of Sklearn. What do you observe and why? $($Select all that are correct$)$: A$.$ Distributed mini$-$batch GD is converging faster $($less time$)$

B$.$ Distributed GD is converging faster $($less time$)$

C$.$ Distributed mini$-$batch GD has a closer solution to that of sklearn

D$.$ Distributed GD has a closer solution to that of sklearn

E$.$ Distributed GD and distributed mini$-$batch GD behave the same.

Here is a side$-$by$-$side comparison of our coefficients with Scikit$-$Learn's: distributed mini$-$batch gradient descent $->[9\mathrm{.}28,9\mathrm{.}09,63\mathrm{.}51,63\mathrm{.}88,74\mathrm{.}42,85\mathrm{.}27,55\mathrm{.}02,-0\mathrm{.}01,54\mathrm{.}03,19\mathrm{.}52,62\mathrm{.}07,0\mathrm{.}01]$ Scikit$-$Learn's coefficients $->[9\mathrm{.}34,9\mathrm{.}12,63\mathrm{.}74,64\mathrm{.}1,74\mathrm{.}72,85\mathrm{.}55,55\mathrm{.}22,0\mathrm{.}0,54\mathrm{.}25,19\mathrm{.}59,62\mathrm{.}32,0\mathrm{.}0]$

Here is a side$-$by$-$side comparison of our coefficients with Scikit$-$Learn's:

distributed gradient descent $->[8\mathrm{.}158934970955725,8\mathrm{.}190686530762651,57\mathrm{.}1443671402651,57\mathrm{.}26461336264398,66\mathrm{.}60281744227036,76\mathrm{.}7331864217185,49\mathrm{.}37601683102248,-0\mathrm{.}08395081776251796,48\mathrm{.}34727227155946,17\mathrm{.}445684486486368,55\mathrm{.}63108646487023,0\mathrm{.}2622417437097524]$

Scikit$-$Learn's coefficients $->[9\mathrm{.}34,9\mathrm{.}12,63\mathrm{.}74,64\mathrm{.}1,74\mathrm{.}72,85\mathrm{.}55,55\mathrm{.}22,0\mathrm{.}0,54\mathrm{.}25,19\mathrm{.}59,62\mathrm{.}32,0\mathrm{.}0]$