Clustering, K Means, Spectral Clustering, Exploratory Data Analysis.
dataset, we have roughly 1400 unique titles. The most obvious choice left is to assume an equal split among the clusters, and select sqrt(1400)=37 as a first guess. Having done so, we can confirm our suspicion of the poorly separated clusters by using the TSNEVisualizer, which renders vectorized