can anyone help me in how I can generate synthetic data. I am new to this and don’t know from where to start. what are knowledge required for this course. help me on this please.
You may look at this notebook, by aakashns:
It introduces an idea of GAN models, which compete to achieve highest score.
There’s also VAE - Variational AutoEncoder. You can consider the decoder part to be a generative model, producing new data based on the random latent vector. Albeit it works well only for very simple data.
There are also many algorithms which don’t rely heavily upon the machine learning techniques. It all depends on what kind of data you would like to get.