The Forge. Note that the downloads in the list below are for getting a specific version of minecraft forge. To use or run some of the more popular mods, you will need to install minecraft forge.
If you have never made a forge mod before, this section will provide the minimum amount of information needed. Unless you need this, prefer the links above.