Consider the scenario. The problem you are trying to solve has a small amount of data. Fortunately, you have a pre-trained neural network that was trained on a similar problem. Which of the following methodologies would you choose to make use of this pre-trained network?
A)Re-train the model for the new dataset
B)Assess on every layer how the model performs and only select a few of them
C)Fine-tune the last couple of layers only
D)Freeze all the layers except the last, re-train the last layer
Answer:D
Consider the scenario. The problem you are trying to solve has a small amount of data. Fortunately, you have a pre-trained neural network that was trained on a similar problem. Which of the following methodologies would you choose to make use of this pre-trained network?
A)Re-train the model for the new dataset B)Assess on every layer how the model performs and only select a few of them C)Fine-tune the last couple of layers only D)Freeze all the layers except the last, re-train the last layer