Synthetic Data Generation: robust modelling with limited data

Abstract

At the heart of every Machine Learning model lies the fundamental concept of “learning from data.” This singular essence sets Machine Learning apart from conventional programming and ignites our fascination with its potential to revolutionize industries and shape the future. The question is, how do we carry this out? Before answering this question, we should look at a famous scheme or flow of things that are, available in the data science literature everywhere.