Can someone please tell me if there is a good (easy) way to visualize high dimensional data? My data is currently 21 dimensions but I would like to see how whether it is dense or sparse. Are there techniques to achieve this?
There are many methods to solve this problem. Parallel coordinates are a popular method for visualizing high-dimensional data.
For more details, study Machine Learning Tutorial.
Hope this answer helps you!