loss function in ai concept

loss function ai scale weighing errors predictions robot signaling machine learning evaluation balance accuracy flat vector illustration neural network check cross weights measures algorithm training data model analytics metrics performance optimization decision results validate feedback ticks mathematics assessment objective technology process digital tradeoffs equilibrium computing operations comparison verification analysis standards