練習 | Practice – usually used with sports or performance (theater, band, etc.). Includes both physical and mental training. |
訓練 | Martial arts / basic training in the army. The connotation is that it’s physical, and you do it over and over until you become a master of it. |
研修 | Special advanced study – like at a post-graduate seminar. |