Study what the Practical API is, and the best way to construct complicated keras fashions utilizing it
TensorFlow’s Sequential API helps the consumer to stack layers one on high of one other, simply creating linear fashions, the place the enter of every layer is at all times the output of the earlier one. However what occurs when your mannequin must deal with a number of inputs or outputs, shared layers, or non-linear connections? In these situations, TensorFlow’s Practical API permits to construct extra superior, versatile, and customizable fashions, giving the consumer the ability to design the complicated architectures talked about above with ease.
This text will clarify:
- What the Practical API is
- construct a easy mannequin with the Practical API
TensorFlow’s Practical API is a strategy to create fashions the place layers are linked like a community graph, not simply stacked linearly like within the Sequential API. Think about constructing with LEGO bricks: whereas the Sequential API would simply permit us to stack blocks one on high of one other, the Practical API permits us to assemble bridges, towers, and paths connecting totally different areas.
