Visualizing High Dimensional Data - PCA, t-SNE and UMAP

Much of the data that we deal with live naturally in a high dimensional space. Being humans in a 3-dimensional world, we have difficulty visualizing such data. Effective visualization is often useful in helping us gain insights on the data that we are dealing with. In order to do so,…