Is there any software that can classify point cloud data using the machine learning method?
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I used CloudCompare's CANUPO plugin in my dissertation (see p.35) and it worked quite well. Not sure if that's the sort of machine learning you have in mind -- very simple trained classifier.
At present point cloud processing software such as Terrasolid and Lastools do not involve the algorithm of machine learning.
There is a domastic company named Beijing Greenvalley Technology which is engaged in laser ladar mapping and related point cloud processing software. Its lidar360 software has a point cloud classification module that includes machine learning classification.