Yes, scholarship income in excess of tuition and other eligible expenses is taxable income. Be sure to include all eligible expenses. See Qualified Education Expenses - Internal Revenue Service
If someone else can claim you, you may also have to include the kiddie tax.
Reference:
Topic No. 421, Scholarships
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