While the public and private key are separate, they are mathematically related.

Say two large prime numbers are generated. Their product is used as part of the public and private keys. When you multiply two prime numbers together it is extremely difficult to “guess” what those two prime numbers were from the product, but if you have the private key you know the missing part of the equation that makes it difficult to reverse so you can easily reverse the equation and decrypt the message.