Dimensionality reduction: text
To avoid confusion, the boxes should have unambiguous and clear titles and text:
- The first box should be named either columns or features or variables but not a combination of these terms, the text should make clear that the algorithm will be applied to the variables represented by these columns.
- Don't use abbreviations in the text (e.g. algo) unless they are in common use (e.g. PCA) also because this makes it look less professional :)
- The box to input parameters for the dimensionality reduction algorithm should be named "parameters".
In general names should be used consistently and new terms should not be introduced unnecessarily. For example, the content of a column is referred to as a variable in the input data section but the term feature has not been used so far.