The variation of the ionospheric parameters has a crucial role in space weather, communication, and navigation applications. In this research, we analyze prediction performance three machine learning (ML) regression models, decision trees, random forest support vector algorithms for F2-layer critical frequency (f0F2), height peak electron density (hmF2), total content (TEC). hourly f0F2 hmF2 va...