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?

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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!