In short, no. Regular potting soil will not work - it's too heavy and drains poorly, which is a major problem as you don't want the roots sitting in water. Use a soilless mix instead like Pro-Mix, Sunshine Mix #4, or similar quality organic seed starter mixes sold at garden centers. A standard mixture contains perlite or vermiculite (lightweight volcanic material that holds plenty of oxygen for plant roots), composted forest product (carbon-rich material to add nutrition), and peat moss.