The Underside layers which are nearer to the inputs (the ParallelConv1D blocks from the diagram) are frozen as well as the parameters will stay unchanged at further tuning the product. The levels which are not frozen (the higher levels which can be closer into the output, very long limited-time period http://bihao.xyz