Difference between the design pattern and anti-pattern

I'm reading the theory about designing software architecture and I see there are some theories such as SOLID principles, Design Pattern and Anti-Pattern that we should consider when we design our software.

My Question: What are the differences between the Design Pattern and Anti-Pattern and what problem they solve?