UPDATE (Jan 2019):

easy_install has been deprecated. Please use get-pip.py instead:

curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py

Old answer:

easy_install pip

If you need admin privileges to run this, try:

sudo easy_install pip