Computational Graphs

Computational graphs are visual representations of how mathematical computations are performed, especially in fields like machine learning. Imagine a flowchart where each node (or shape) represents an operation, such as addition or multiplication, and the arrows show the data moving between these operations. By organizing calculations this way, computers can efficiently process complex tasks, optimize calculations, and automatically compute derivatives. Essentially, it’s a structured map that breaks down intricate formulas into manageable, interconnected steps, helping machines understand and solve complicated mathematical problems systematically.