Machine Learning, Data Science, NLP, Dimensionality Reduction, Pca.
understand the concept intuitively. The shape you see in figure (A) is on 3 dimensions, but if we focus on the shape of data, not the axis, the shape itself is flat two-dimension surface. By running PCA, we find new coordinates for the data, which will best describe how the data is shaped. The