I wouldn't use welding oxygen personally. Unless you invested in some means to precisely filtre it.
You will need a Regulator and a Flowmeter with Flowrate Control.
It is good to spend the extra money and get "2-Stage" or Dual-Diaphragm Regulators. not only do get better control it allows to have precise control until the tank is empty - unlike Single-Stage.