The 'Instant Training' button allows you to train troops immediately at the cost of gold. The cost is based on the time taken, this is as follows:
3 Hours: 300 gold
8 Hours: 850 gold
15 Hours: 1,000 gold
24 Hours: 1,500 gold
The video below will explain in detail the best way to manage troop efficiency.