Hi Erkinovic
Probably too late to reply. Even I have found this topic very confusing. So I took some time to come up with a blog post to explain how one can use categorical features and create an embedding layer out of it. Possibly, it can also be combined with continuous features as well
There is a Colab Notebook as well to experiment with this concept.
Hope the community benefits from this!!