Bitcoin mining is not centralized, anyone who has the capacity, affordability and the technical knowledge of mining can do it on their own self, once they are able to meet up with the required minimum mining rig requirement.

Mining pools in this context play a different roles in helping transactions included on their blocks for faster confirmation, Mining in general is decentralized, anyone can go into it, once you're able to be up to the task of solving the complex mathematical equations first.