Alex Net

Ofcourse you can use the pre-trained AlexNet and fine-tune on your own dataset, just change the final classification layer output to the number of classes in your dataset. However, if you further want to change the network architecture design, then just use the same weights as of pre-trained network and assign it to the corresponding layer in your architecture for better results.

Thank you very much Sander Ali Khowaja