How do I discard unstaged changes in Git?

For all unstaged files in current working directory use:

git checkout -- .
For a specific file use:

git checkout -- path/to/file/to/revert
-- here to remove argument disambiguation.
In case you don’t want to lose the progress you might want to stash files
git stash save --keep-index --include-untracked