Whether preprocessing is sound and overfitting is managed, "how do we stabilize convergence itself?" When models are stuck or collapsing, batch size, learning rate schedule, gradient problems often hide culprits. Today covers batch size, learning rate with scheduling, vanishing/exploding gradients, and SageMaker Debugger (learning quality) and Profiler (resource efficiency) that give visibility.
Number of samples used per weight update.