Machine learning, especially deep neural networks, has developed rapidly in fields, including computer vision, speech recognition, and reinforcement learning. Although minibatch stochastic gradient ...

Machine learning, especially deep neural networks, has developed rapidly in fields, including computer vision, speech recognition, and reinforcement learning. Although minibatch stochastic gradient ...

Minibatch stochastic gradient descent offers the best of both worlds: computational and statistical efficiency. In minibatch stochastic gradient descent we process batches of data obtained by a random ...

Minibatch Stochastic Gradient Descent 🏷️ sec_minibatch_sgd So far we encountered two extremes in the approach to gradient-based learning: :numref: sec_gd uses the full dataset to compute gradients ...