Number of parameters

In the lectures, while counting the number of parameters in CNN model, is it not necessary to count the bias terms for Convolution layer?

Yes, they are considered as well for convolution layers (as parameters include weights and bias). At each of the convolution layer, the bias gets added finally to the output channel such that a final output channel is obtained.