Quick Download and Installation Guide
See the Installation Guide.
The https://github.com/sagemath/sage/releases corresponding to the Sage version that you wish to install may offer version-specific installation help that has become available after the release was made and is therefore not covered by the Installation Guide.
Ask for help on the sage-support mailing list.