Dimension Reduction - IsoMap
--Understanding Dimension Reduction with Principal Component Analysis (PCA) --Diving Deeper into Dimension Reduction with Independent Components Analysis (ICA) --Multi-Dimension Scaling (MDS) --LLE --t-SNE --IsoMap --Autoencoders
Isometric projection is a method of graphic representation of three-dimensional objects, used by engineers, technical illustrators, and, occasionally, architects. The technique is intended to combine the illusion of depth, as in a perspective rendering, with the undistorted presentation of the object’s principal dimensions—that is, those parallel to a chosen set of three mutually perpendicular coordinate axes.
The main objective of this project is dimensionality reduction. We do dimensional reduction for reducing memory size and complexity of the model.