Q$2$: Given the following layers

$1.$ Find the operations in each dotted line. Mention stride, and padding options as you go$.$

$2.$ Count the number of parameters in the whole network. Steps are needed.

$3.$ Can we add any residual connection to this network? Give a reason for your answer.

$256$x$256$x$3$

$256$x$256$x$32$

$128$x$128$x$32$

$128$x$126$x$64$

$16$x$16$x$256$

$32$x$32$x$128$

$64$x$64$x$128$

$64$x$54$x$64$

$1$x$256$