Machine Learning, Deep Learning, Artificial Intelligence, Data Science, Towards Data Science.
will not be helpful, you must still train the network on your new data, but it is common to freeze the weights of the former layers as these are more generalized features that will likely be unchanged during training. You can think of this as an intelligent way of generating a pre-initialized