Week $10$ Assignment Convolutional Neural Networks Task $1$ For the convolution operation given below, compute the destination pixel value in the output image. by applying the $3\backslash$times $3$ filter to the source $($input$)$ image. Provide the details of your calculations.Do the following: $-$ Train the your CNN model for a few more iterations $($you can do this by changing the number of epochs in model.fit, then click on Runtime and Run all$)-$ Try it for $10,20,50$ epochs. $-$ How does the acuuracy change? Discuss your observations. $-$ If accuracy is improving, explain why. If accuracy is getting worse, why do you think that is$?-$ Change the kernel size from $(3,3)$ to $(5,5)$ in your CNN model $($for all layers.Conv$2$D layers$)-$ Would that help to improve the accuracy?