Lj_Fitness:

is the in_features same as in_channels, and out_features same as out_channels?


From a high level point of view you could probably say so.
However, the operations in a convolution and linear layer are different regarding the connectivity etc.
Have a look at CS231n - Convolution 112 for more information about conv layers.