Figure shows the sequence of computations need in concolutional neural network $($CNN$)$ implementation. The fisrt four steps execute three times before moving to the fifth computational steps. The delay of each block is given next to the block. Given the clock head is $0\mathrm{.}15$ns and the average pipeline interruption rate is expected to be $0\mathrm{.}18.$ Determine the optimum number of pipeline stages of this system. Based on the optimum pipeline, design the optimum pipeline implementation. Determine the time it will take to process one input image through the pipeline $($i$.$e$.$ pipeline latency$).$ Sketch and explain. Lastly, from a machine learning application, you are required to train the CNN network using $10,000$ images. what is the minimum time require to complete the training based on the pipeline.