In most cases, no, you are not required to submit proof for the deductions you take on your tax return. If the IRS needs documentation, you will receive a letter with specific instructions.
However, you should keep all your receipts with a copy of your tax return for at least 7 years (the time limit for the IRS to review your return). You can scan these documents to store on a flash drive, if more convenient.