Which machine learning algorithms are hard real time capable?
making them suitable for the use in hard real time systems


Not sure what you mean by "hard" real time systems, but what you describe is basically the context of data streams. That is a whole branch with its own algorithms. Since you don't specify much, I leave the answer here, pointing out what kind of algorithms you should research.

Hope this helps!