When I went into consulting, setting up as a company cost a bit, but business expenses, inc. computer, work-involved transportation, office space at home, etc., became deductable (Computer and other hardware over a 4 year period).
This was in Canada, Alberta; I have no idea of costs and deductables in other areas.