I have checked in many places about how many faces does a Cone have..
As per this link. There is 1 face in Cone
As per this link, there are 2 faces in cone
As per this Video, A Cone has one face only
I am assuming that like in sphere, there is one face only. In the same way, a Cone has 2 faces.
- Base. which is circular face.
- Curved surface as shown in the image below.
Can you give your valuable feedback about my understanding?

It depends whether an open cone or close cone. An open cone doesn't include the circular base while a close cone includes.
By the way, a close cylinder should include two circular bases and one curved surface. You may have a semi-open cylinder (e.g. cylindrical pencil stand) which has one base. The core of a toilet paper roll has two ends open, that is one curved surface only.
P.S.:
In calculus texts, a cone is approached by a polygonal pyramid. So a curved surface has infinitely many "faces" (that means tiny planes).
In differential geometry or topology, sphere and torus have inner and outer surfaces while Klein bottle is one-sided.