Analyzing and processing large-scale data sets is becoming ubiquitous in the era of big data. Online learning has attracted increasing interest in recent years due to its low computational complexity and storage requirements, it has been applied to various learning tasks. In this talk, we will present some results of online learning algorithms in Reproducing Kernel Hilbert space.