If you would like the almonds remain crunchy/dry, pour boiling water over them and let them sit for just 3-4 minutes. Strain and rinse with cold water. The skins are now wrinkly and the almonds will pop out easily when skinned.

You can just soak them in water for a couple of hours and then the skins will slip off easily. No need to use boiling water.