Yes, any money you win is considered taxable income by the IRS. Most casinos will not deduct taxes from you, they will hand you a form W-2G to complete for the IRS.
In addition, there are state taxes to consider. New Jersey taxes winnings at a flat rate of 3%, but Nevada has a sliding rate of between 3.5% and 6.75%. Check your local state regulations for clarification.