What is difference between data centre and data warehouse?

Not a lot really.

They are just different names for the same thing.

Some might argue that a data centre would house IT equipment that process data so would have a lot of servers. A data warehouse would be used to store data, like archived information.

To be honest most modern IT facilities do both and are generally built the same way as both storage and processing IT equipment require the same basic infrastructure.