Synthetic time series data generation

I want to generate time series tabular data. Most of generative deep learning models consists of VAE and/or GAN which are for most part relating to images, videos, etc.

Can you please point me to relevant tutorial souces (if it includes code along with theory, all the more better) pertaining to synthethic time series data generation using deep learning models or other techniques?