it turns out that coordinate assent compared to some of the algorithms we saw previously " compared to, say, newton's method, coordinate assent will usually take a lot more steps, but the chief advantage of coordinate assent when it works well is that sometimes the optimization objective w sometimes is very inexpensive to optimize w with respect to any one of your parameters, and so coordinate assent has to take many more iterations than, say, newton's method in order to converge.