Why Online Prediction Is Better Than Traditional Batch Processing?

Batch processing approach in contrast, they've been used so far due to the nature of machine learning. That's just because the mathematics behind machine learning works better with batches. If we perform a prediction on just one record, that network will have the tendency to forget what it learned before. So stochastic gradient descent and optimization are all mathematical approaches and linear algebra approaches that better work on batches.