how to do incremental deep learning on data stream that can adapt to constantly generated data points?
What you are describing does not require a change in the deep learning models you would use but a change in how to estimate them: you need an online estimation procedure rather than an off-line one. You can have a look at the seminal work of Botou [1998], or Chapter 8 of the book by Goodfellow et al. (2016).